Best AI Proposal Generator Tools Software

How Many AI Proposal Generator Tools Software Products Does G2 Track?

Total Products under this Category: 86

Category Stats (Oct 2026)

  • Average Rating: 4.69/5 (↓0.01 vs Sep 2026) The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Anchor (+0.24%) - Among all products in this category, Anchor recorded the largest rating increase compared to last month

Last updated: October 07, 2026

How Does G2 Rank AI Proposal Generator Tools Software Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 9,600+ Authentic Reviews
  • 86+ Products
  • Unbiased Rankings

G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category.

G2 Grid® for AI Proposal Generator Tools Software

G2 Grid® for AI Proposal Generator Tools Software plotting products by satisfaction and market presence

Highlighted products: Responsive, formerly RFPIO, Loopio, PandaDoc, AutogenAI, Iris, Inventive.AI, Upland Qvidian, and Steerlab.

Underlying data: [Grid® JSON](https://www.g2.com/categories/ai-proposal-generator-tools/grids.json?focus%5B%5D=responsive-formerly-rfpio&focus%5B%5D=loopio&focus%5B%5D=pandadoc&focus%5B%5D=autogenai&focus%5B%5D=heyiris-ai-iris&focus%5B%5D=inventive-ai&focus%5B%5D=upland-qvidian&focus%5B%5D=steerlab)

Responsive, formerly RFPIO

Responsive is the global leader in strategic response management software, transforming how organizations share and exchange critical information. Our commitment to product innovation and customer success empowers companies to accelerate growth, mitigate risk and improve the employee experience by leveraging intelligent technologies to quickly and accurately manage RFPs, RFIs, security questionnaires (VSQs), due diligence questionnaires (DDQs), risk assessments and all other complex information requests (RFXs). With Responsive, frontline teams deliver superior responses by automating the completion of questionnaires, documents and spreadsheets while collaborating with stakeholders, improving processes with data insights, and quickly accessing approved content across popular business applications.

Average Rating: 4.5/5.0

Total Reviews: 1,302

Who Is the Company Behind Responsive, formerly RFPIO?

  • Seller: Responsive
  • Company Website:
  • Year Founded: 2016
  • HQ Location: Frisco, Texas
  • Twitter: @responsiveio
    1,735 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    709 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Proposal Manager, Proposal Writer
  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 48% Medium, 39% Large

What Do G2 Reviewers Say About Responsive, formerly RFPIO?

AI-generated summary from verified user reviews

Pros
  • Users value the ease of use of Responsive, appreciating its intuitive features and smooth integration with existing tools.
  • Users appreciate the efficient import facilities and powerful project creation tools that save time and enhance productivity.
  • Users highlight the efficiency of Responsive, dramatically reducing response times and enhancing collaboration with intuitive features.
  • Users appreciate how Responsive significantly saves time by streamlining RFP management and enhancing teamwork across departments.
  • Users appreciate the team collaboration features of Responsive, streamlining RFP processes and enhancing efficiency across departments.
Cons
  • Users face a steep learning curve with Responsive due to a complicated UI and basic text formatting tools.
  • Users find the interface not intuitive, complicating tasks like text formatting and deduplication management.
  • Users note missing features like advanced formatting options and improved AI accuracy, affecting overall usability.
  • Users find many non-intuitive features in Responsive, leading to a steep learning curve and inefficiencies.
  • Users find the difficult learning curve challenging initially, but support resources help ease the process over time.

What Are Recent G2 Reviews of Responsive, formerly RFPIO?

What Are G2 Users Discussing About Responsive, formerly RFPIO?

Loopio

Loopio is a response management software designed to assist enterprise businesses in streamlining their response processes for Requests for Proposals (RFPs), Requests for Information (RFIs), Security Questionnaires, Due Diligence Questionnaires (DDQs), and other similar documents. This innovative solution leverages advanced machine learning technology, specifically its proprietary Response Intelligence™, to enhance the efficiency and effectiveness of the response process. By providing actionable insights and recommendations, Loopio enables users to work smarter, ultimately leading to the creation of more compelling proposals. Loopio caters to a diverse range of industries, including technology, finance, healthcare, and professional services. With Loopio, users can significantly reduce the time and effort spent on crafting responses, allowing them to focus on strategic initiatives and other critical business activities. Key features of Loopio include its intuitive user interface, a comprehensive content library, and robust collaboration tools. The content library allows users to store and organize previously used responses, making it easy to retrieve and adapt them for new proposals. Collaboration tools enable team members to work together seamlessly, ensuring that all stakeholders can contribute their expertise and insights. Additionally, the software's analytics capabilities provide valuable metrics on response performance, helping teams identify areas for improvement and optimize their approach over time. The benefits of using Loopio extend beyond mere time savings. Organizations that implement this software often experience a significant increase in the number of RFP responses completed, with some reporting up to a 51% improvement. Furthermore, users can save up to 42% in time spent on the response process, allowing them to allocate resources more effectively. Most notably, businesses leveraging Loopio have reported an 85% increase in their success rate for winning new business, underscoring the software's impact on overall performance and competitiveness in the market. With over 1,700 companies relying on Loopio to enhance their response capabilities, the software has established itself as a trusted solution in the realm of response management. By combining advanced technology with user-friendly features, Loopio empowers organizations to respond faster, improve the quality of their submissions, and ultimately secure more business opportunities.

Average Rating: 4.6/5.0

Total Reviews: 804

Who Is the Company Behind Loopio?

  • Seller: Loopio Inc.
  • Company Website:
  • Year Founded: 2014
  • HQ Location: Toronto
  • Twitter: @loopioinc
    1,664 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    299 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Proposal Manager, Bid Manager
  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 51% Medium, 34% Large

What Do G2 Reviewers Say About Loopio?

AI-generated summary from verified user reviews

Pros
  • Users praise the ease of use in Loopio, finding it intuitive and effective for streamlined collaboration and organization.
  • Users value Loopio for its efficiency, benefiting from streamlined information access and seamless proposal management.
  • Users find Loopio's time-saving features invaluable, as it streamlines proposal management and enhances team collaboration.
  • Users value Loopio's intuitive features, including a user-friendly search engine and seamless collaboration tools that enhance efficiency.
  • Users value Loopio's intuitive interface that simplifies searching and streamlines proposal content management effortlessly.
Cons
  • Users note that the Word mapping feature and translation tools need improvement for better overall functionality.
  • Users experience search limitations and difficulties with importing responses, hindering the overall functionality of Loopio.
  • Users experience formatting issues with bullet points and difficulty accessing completed questions in Loopio.
  • Users find the export issues inconvenient, citing clunky functionality and a need for improved filtering options.
  • Users note the limited features of Loopio, wishing for improved functionality and integration capabilities.

What Are Recent G2 Reviews of Loopio?

What Are G2 Users Discussing About Loopio?

PandaDoc

PandaDoc is an all-in-one document management platform trusted by 68,000+ sales, legal, and operations teams to create, send, e-sign, and manage documents faster and with less manual work. Teams using PandaDoc close deals 30% faster and cut document turnaround time by up to 50%. Customers like Autodesk, Rakuten, and Sysco use PandaDoc to streamline their entire document process, from proposal to signed contract, and everything in between. PandaDoc helps your team: - Build and send professional proposals, contracts, and agreements using customizable templates and a drag-and-drop editor - Collect legally binding e-signatures from any device, anywhere, with no printing, scanning, or delays - Collaborate in real time with internal stakeholders and external signers simultaneously - Automate repetitive document tasks so reps and ops teams spend less time on admin and more time closing - Track document performance with analytics that show how recipients engage with every page PandaDoc integrates natively with the tools your team already uses, including Salesforce, HubSpot, Pipedrive, Stripe, and 30+ other CRM and payment platforms — keeping document processes inside your existing stack without adding friction or extra logins. Whether you're in sales, legal, HR, or finance, PandaDoc is especially popular with growing businesses that need enterprise-grade document processes without the added complexity or price tag. From first draft to final approval, PandaDoc centralizes the full document lifecycle with the compliance, security, and audit trail your team needs to operate with confidence. PandaDoc also supports notarization, payment collection, and document analytics in a single platform, reducing the need to manage multiple tools across your document process.

Average Rating: 4.7/5.0

Total Reviews: 3,618

Who Is the Company Behind PandaDoc?

  • Seller: PandaDoc
  • Company Website:
  • Year Founded: 2011
  • HQ Location: San Francisco, CA
  • Twitter: @pandadoc
    18,428 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    883 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: CEO, Owner
  • Top Industries: Computer Software, Marketing and Advertising
  • Company Size: 68% Small, 26% Medium

What Do G2 Reviewers Say About PandaDoc?

AI-generated summary from verified user reviews

Pros
  • Users praise the ease of use in PandaDoc, highlighting its navigation and seamless signing process.
  • Users value the intuitive document management of PandaDoc, enhancing workflow efficiency with secure and seamless approvals.
  • Users appreciate PandaDoc's intuitive editing tools that enhance workflow efficiency and streamline document management.
  • Users find PandaDoc to be extremely user-friendly, enhancing efficiency in managing documents and obtaining signatures.
  • Users love the simplicity of E-Signatures in PandaDoc, making document signing straightforward for both parties.
Cons
  • Users find the missing features like document expiration control and cell merging limitations frustrating in PandaDoc.
  • Users find PandaDoc expensive, particularly regarding costs for online form submissions, limiting its practicality for small teams.
  • Users find the signature issues challenging, highlighting difficulties with personal signatures and other formatting limitations.
  • Users struggle with difficult editing, facing issues like skipping sections and limitations on real-time changes during collaboration.
  • Users find editing difficulty in PandaDoc, with challenges in table formatting and live document adjustments.

What Are Recent G2 Reviews of PandaDoc?

What Are G2 Users Discussing About PandaDoc?

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AutogenAI

AutogenAI is an AI-powered proposal platform that connects the entire proposal process, from pursuit to compliant submission. Purpose-built for proposal teams, AutogenAI brings proposal management, organizational knowledge, AI-assisted research and writing, collaboration, and review into one connected workspace. Teams use AutogenAI to: • Manage proposal projects, priorities, and next actions • Analyze RFPs and turn complex solicitations into clear, traceable requirements • Find and reuse relevant content, evidence, and organizational knowledge • Research, develop, and improve proposal responses • Collaborate with contributors, reviewers, and subject matter experts • Review responses for quality, consistency, and compliance • Reduce repetitive work and increase proposal capacity without increasing headcount Unlike general-purpose AI tools or traditional proposal management software with AI added on, AutogenAI is AI-first and built specifically around the way proposal teams work. It helps teams spend less time switching between disconnected tools and more time on solutioning, strategy, and review. AutogenAI is developed by AI engineers, experienced proposal professionals, and linguistic experts. Customers also receive dedicated support to help them embed the platform into their proposal process and achieve stronger outcomes. Customers using AutogenAI achieve: • 70% faster drafting • 85% greater productivity • 22% higher win rates on average AutogenAI helps organizations produce stronger, compliant proposals faster, pursue more opportunities, and win more business.

Average Rating: 4.3/5.0

Total Reviews: 168

Who Is the Company Behind AutogenAI?

  • Seller: AutogenAI
  • Company Website:
  • Year Founded: 2022
  • HQ Location: New York, NY
  • Twitter: @AutogenAI
    324 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    167 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Bid Manager, Bid Writer
  • Top Industries: Construction, Facilities Services
  • Company Size: 52% Large, 35% Medium

What Do G2 Reviewers Say About AutogenAI?

AI-generated summary from verified user reviews

Pros
  • Users praise the time-saving capabilities of AutogenAI, allowing them to enhance productivity and focus on improvements.
  • Users highlight the efficiency of AutogenAI, significantly reducing time spent on content creation and enhancing productivity.
  • Users find AutogenAI's intuitive interface easy to navigate, enhancing productivity and simplifying complex tasks effectively.
  • Users appreciate the customized content creation and robust features of AutogenAI, significantly enhancing their productivity.
  • Users commend the exceptional customer support from AutogenAI, ensuring issues are quickly resolved and feedback is valued.
Cons
  • Users find the learning curve challenging, feeling frustration due to the tool's complexity and variations in prompts.
  • Users find the user difficulty frustrating, citing complex navigation and overwhelming features that hinder usability.
  • Users find AutogenAI to be not intuitive, making it challenging to navigate and learn effectively.
  • Users find a steep learning curve with AutogenAI, struggling to intuitively navigate its complex features and integration.
  • Users find AutogenAI to have a learning difficulty, as it's not intuitive and often overly complex.

What Are Recent G2 Reviews of AutogenAI?

Iris

Iris – AI-Powered RFP Automation & Security Questionnaire Software Iris is an AI-powered response automation platform that helps sales, presales, and compliance teams complete RFPs, security questionnaires, DDQs, RFIs, and other buyer-facing documents faster and more accurately. By combining intelligent content generation with a centralized knowledge base, Iris eliminates bottlenecks, reduces manual work, and ensures consistency across every response. Generate First Drafts in Minutes Iris uses AI trained on your organization's past responses and institutional knowledge to create high-quality first drafts instantly. Teams save hours on repetitive content while still delivering tailored, accurate answers that reflect your company's voice and compliance standards. A Single Source of Truth The built-in knowledge base centralizes your best content in one place. As your team adds new responses, Iris learns and improves—adapting to your tone, terminology, and evolving security or compliance requirements. No more digging through old documents or Slack threads to find the right answer. Collaborative Workflows for Cross-Functional Teams Whether you're answering a complex RFP or completing a time-sensitive vendor security assessment, Iris makes collaboration seamless. Multi-user access lets sales engineers, subject matter experts, and compliance teams work in parallel, assign tasks, and maintain version control—replacing fragmented spreadsheets and email chains. Content Library for Consistency at Scale Quickly reuse top-performing answers with Iris's searchable content library. Built-in tagging, custom instructions, and template management help teams standardize responses across different questionnaire types while maintaining quality and brand consistency. Respond Faster. Win More. By automating repetitive content creation and improving response quality, Iris helps teams submit faster, increase win rates, and deliver a better buyer experience. Whether you're a lean team managing a handful of proposals or an enterprise responding at scale, Iris grows with you.

Average Rating: 4.9/5.0

Total Reviews: 75

Who Is the Company Behind Iris?

  • Seller: heyiris.ai
  • Company Website:
  • Year Founded: 2023
  • HQ Location: Brooklyn / Chicago, US
  • LinkedIn® Page: www.linkedin.com
    43 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Computer Software, Computer & Network Security
  • Company Size: 44% Medium, 28% Small

What Do G2 Reviewers Say About Iris?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use of Iris, enabling quick productivity with minimal training and setup.
  • Users appreciate the time-saving benefits of Iris, significantly reducing response times for RFPs and security questionnaires.
  • Users value the time-saving capabilities of Iris, significantly reducing manual work during the RFP process.
  • Users praise Iris for its efficiency, drastically reducing time on tasks and enhancing productivity for teams.
  • Users praise the responsive customer support of Iris, providing quick solutions and enhancing the overall experience.
Cons
  • Users find a lack of mobile features hinders collaboration and review capabilities, despite prompt glitch resolutions.
  • Users experience inaccurate responses from Iris, particularly due to data quality and overly robotic outputs.
  • Users are disappointed by missing mobile capabilities that hinder review and collaboration efforts with Iris.
  • Users encounter minor bugs with Iris as the platform evolves, requiring occasional support for workarounds.
  • Users face integration issues with Iris, as it lacks certain functionalities and mobile support.

What Are Recent G2 Reviews of Iris?

Inventive.AI

Inventive AI is AI-native response automation platform for RFPs, RFI, Due Diligence Questionnaires (DDQ), security questionnaires (VSQs). Our clients see > 90% faster RFP response workflows and up to 50% higher win rates. THE INVENTIVE DIFFERENCE We have built industry-leading AI Agents for 3 of the biggest problems for the sales teams: 1. AI Conflict Manager (proprietary) to tackle conflicting sources Inventive is the first and only platform to have built proprietary LLM technology to detect conflicting information between your sources, so only the most accurate data makes it to the 2. AI Context Engine (proprietary) to get highly contextual responses Our Agents take extensive context into account while responding to the questions ranging from the floated documents, meeting notes, relevant web information, and more 3. AI Agents for strategic advantage Inventive has multiple agents that help with researching your competitors as well as customers. You can also brainstorm creative ideas and do general web research on the platform. 4. New age knowledge management to reduce the pain of maintaining legacy QnA library Inventive integrates with your data tools (Sharepoint, gDrive, Confluence, Notion, etc.), which reduces dependency on SMEs to maintain legacy QnA . We also offer an approach to get rid of legacy QnA library completely for fast moving teams. 5. Answer excel questionnaires and create narrative-style proposals You can create responses to excel sheets as well as generate narrative style documents within Inventive. 6. Always ahead The founding team comes from Google AI, Stanford & UC Bekerley, and the team members are pioneers of several LLM and agentic platforms. We are always ahead of the game in terms of fast moving AI-technology. Request a demo at inventive.ai/demo

Average Rating: 4.8/5.0

Total Reviews: 79

Who Is the Company Behind Inventive.AI?

  • Seller: Inventive
  • Company Website:
  • HQ Location: N/A
  • LinkedIn® Page: www.linkedin.com
    16 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Computer Software, Marketing and Advertising
  • Company Size: 46% Small, 35% Medium

What Do G2 Reviewers Say About Inventive.AI?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use of Inventive.AI, finding it simplifies complex tasks and speeds up responses.
  • Users commend the efficiency of Inventive.AI, highlighting rapid RFP completion and seamless integration with tools.
  • Users value the time-saving benefits of Inventive.AI, greatly reducing the hours spent on manual reviews and compliance.
  • Users value the consistency in messaging offered by Inventive.AI, enhancing clarity and improving overall win rates.
  • Users appreciate the intuitive design of Inventive.AI, enabling faster and more efficient completion of tasks.
Cons
  • Users find the analytics insufficient, lacking depth for strategic planning and comprehensive insights into productivity trends.
  • Users find the reporting features lacking as customizable filters and visual dashboards are needed for better analytics.
  • Users feel a significant lack of clarity in content performance, hindering improvements and effective content management.
  • Users find the missing features of Inventive.AI, like onboarding tips and notification filters, limiting and frustrating.
  • Users note a minor gap in role-based workflows and suggest improvements for better control and onboarding.

What Are Recent G2 Reviews of Inventive.AI?

Upland Qvidian

Upland Qvidian is an advanced, cloud-based solution that uses a suite of automation and collaboration tools along with generative AI to automate proposal tasks and polish presentations. Qvidian helps sales proposal teams collaborate effortlessly, quickly find answers, deliver stronger RFP responses, build personalized winning proposals, and grow revenue by winning more deals. Qvidian has been built from the ground up by a team of professionals who know the industry inside and out. Over 200,000+ users arcoss the globe trust Qvidian to meet deadlines, tame proposal chaos, and win more deals, including eight of the ten largest U.S. banks and six of the ten largest European banks. Ready to learn more? Connect with us: https://uplandsoftware.com/qvidian/?utm_source=g2&utm_medium=affiliate

Average Rating: 4.3/5.0

Total Reviews: 165

Who Is the Company Behind Upland Qvidian?

  • Seller: Upland Software
  • Company Website:
  • Year Founded: 2010
  • HQ Location: Austin, TX
  • LinkedIn® Page: www.linkedin.com
    802 employees on LinkedIn®
  • Ownership: NASDAQ:UPLD

Who Uses This Product?

  • Who Uses This: Proposal Writer, Proposal Manager
  • Top Industries: Financial Services, Information Technology and Services
  • Company Size: 54% Large, 34% Medium

What Do G2 Reviewers Say About Upland Qvidian?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use of Upland Qvidian, simplifying content access and enhancing collaboration efficiencies.
  • Users value the efficient content management of Upland Qvidian, enhancing proposal accuracy and streamlining document creation.
  • Users value the task assignment and content reuse features in Upland Qvidian for efficient RFP management.
  • Users highlight the effective content management features of Upland Qvidian, enhancing productivity and ease of access.
  • Users value the efficiency of Upland Qvidian, significantly enhancing content management and streamlining their workflow.
Cons
  • Users often face upload issues as adding questions is cumbersome, hindering collaboration and efficiency in large organizations.
  • Users find the complexity of navigation in Upland Qvidian can complicate tasks and diminish overall user experience.
  • Users find that adding content can be cumbersome, wishing for improved categorization and version tracking features.
  • Users experience inadequate search functionality that leads to irrelevant results and complicates finding the right information.
  • Users find Qvidian to be not intuitive, making it challenging for new users to navigate and find solutions.

What Are Recent G2 Reviews of Upland Qvidian?

What Are G2 Users Discussing About Upland Qvidian?

Steerlab

Steerlab is an AI-powered platform specifically designed to assist B2B companies in enhancing their response strategies for Requests for Proposals (RFP), Requests for Information (RFI), and security questionnaires. This solution caters to Proposal, PreSales, and Security teams, leveraging advanced automation and intelligent collaboration tools to significantly reduce response times, improve accuracy, and ultimately boost win rates. Steerlab addresses the complexities of responding to both structured Q&A documents and intricate narrative RFPs. Unlike conventional RFP tools that offer basic automation, Steerlab is engineered to facilitate the creation of high-quality, customized responses in various formats such as Excel, Word, or PDF. This versatility allows teams to maintain a professional and consistent tone while tailoring their responses to the specific context of each RFP. One of the standout features of Steerlab is its ability to automatically generate up to 90% of responses using pre-approved content. This capability not only accelerates the response process but also ensures that the quality of the answers remains high. The platform supports both straightforward Q&A formats and more elaborate narrative sections, such as executive summaries and solution descriptions, making it adaptable to a wide range of proposal requirements. Additionally, the self-updating content library organizes information by product, topic, and use case, ensuring that teams have access to the most relevant and current data without the need for manual upkeep. Steerlab also empowers teams to make informed decisions with its Go/No-Go agent, which evaluates the suitability of responding to an RFP based on various factors, including fit and internal capacity. The platform includes features for bias detection and gap analysis, allowing users to identify potential issues early in the process. Furthermore, deal pattern insights provide valuable analytics that help teams understand what strategies are effective across different industries and buyer types, enhancing future submissions. Collaboration is seamless with Steerlab, as it allows real-time interaction among internal and external teams. Users can assign tasks, leave comments, and track changes directly within familiar document formats, eliminating the need for cumbersome reformatting. The platform integrates smoothly with existing tools such as Notion, SharePoint, Google Drive, Salesforce, and Slack, ensuring that teams can work efficiently without switching between applications. Steerlab is designed with enterprise needs in mind, offering robust security and compliance with standards such as SOC 2 Type II, ISO 27001, and GDPR. It can be hosted in either the EU or US, depending on client preferences, and importantly, customer data is never utilized to train the AI models. Trusted by a range of B2B software companies, from startups to established enterprises, Steerlab is equipped to support organizations responding to varying volumes of RFPs, helping them focus on what truly matters: winning deals.

Average Rating: 4.6/5.0

Total Reviews: 55

Who Is the Company Behind Steerlab?

  • Seller: Steerlab
  • Company Website:
  • Year Founded: 2023
  • HQ Location: N/A
  • LinkedIn® Page: www.linkedin.com
    14 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 64% Medium, 25% Small

What Do G2 Reviewers Say About Steerlab?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the efficiency of Steerlab, benefiting from faster, accurate responses and streamlined workflows.
  • Users appreciate the high-quality AI responses of Steerlab, which enhance collaboration and decision-making efficiency.
  • Users find Steerlab easy to use, facilitating quick onboarding and seamless document handling with excellent import/export features.
  • Users benefit from enhanced process efficiency, as Steerlab automates workflows and accelerates draft generation significantly.
  • Users value the time-saving automation in Steerlab's RFP management, enhancing collaboration and boosting win rates.
Cons
  • Users notice inaccurate responses from Steerlab's AI, highlighting the need for double-checking critical compliance-related answers.
  • Users find the limited features of Steerlab restrict their ability to generate insights and create comprehensive client-facing materials.
  • Users note the missing features in Steerlab, particularly the lack of slide generation and comprehensive Slack integrations.
  • Users experience bug issues with formatted templates and version history, impacting collaboration efficiency in Steerlab.
  • Users find formatting issues challenging, impacting their ability to navigate and utilize features effectively.

What Are Recent G2 Reviews of Steerlab?

Conveyor

Conveyor is an AI-native customer trust platform built for enterprise. It unifies security questionnaire automation, an agent-powered Trust Center, and AI RFP response software to help organizations demonstrate trust, accelerate sales cycles, and scale customer reviews without adding manual work. Security, GRC, sales, and proposal teams work from a shared Knowledge Library that supports consistent answers across buyer interactions. Purpose-built AI generates responses grounded in company knowledge, while agents manage repetitive workflows. Configurable controls keep subject matter experts involved where their judgment is needed. • Security questionnaire automation Automate security reviews from request intake through completed questionnaires, including third-party portals. Conveyor generates cited answers from verified knowledge and exports responses into the original layout. AI agents triage requests and follow up on missing information, helping specialists focus on exceptions and review. • Agent-powered Trust Center Give buyers a central destination to access security documents, ask questions, and submit questionnaires for automated completion. Passwordless access and one-click NDAs simplify the buying experience while keeping document access controlled and auditable. Customer self-service reduces follow-ups and the volume of requests reaching your security team. • AI RFP response automation Generate relevant, high-quality RFP responses faster using your brief, deal documents, and win themes. Conveyor selects evidence and drafts answers around the buyer’s requirements. AI maps questions, fields, and sections, with 94% of imports requiring no edits. Preserved Word formatting further reduces preparation work, giving proposal teams more time to strengthen their submissions. • AI knowledge management Maintain the knowledge that powers your questionnaires, Trust Center, RFP responses, and sales answers. Conveyor’s AI Knowledge Librarian identifies stale content, conflicting answers, and knowledge gaps, then recommends improvements. AI assistance and human review help keep company knowledge reliable as your business changes. • Sales self-service Enable sellers to get security answers and submit questionnaires directly from Slack or Salesforce. Conveyor brings approved knowledge into existing sales workflows, reducing handoffs and helping reps keep opportunities moving without repeatedly interrupting subject matter experts. • Enterprise controls, integrations, and analytics Manage access to content and platform administration, and set confidence thresholds for automated responses. Track usage, questionnaire activity, and answer accuracy, with CRM-connected reporting to measure revenue supported by your trust program. Salesforce, Slack, and Jira integrations, an API, and an AI Connector using Model Context Protocol (MCP) bring Conveyor’s knowledge and workflows into the tools, AI assistants, and agents your teams already use. • Proven at enterprise scale With Conveyor, Zendesk automated 93% of security document approvals. Alteryx expanded security support to 40% more customers with the same four-person team and supports over $500M in security-influenced revenue, combining Trust Center self-service with AI questionnaire automation.

Average Rating: 4.6/5.0

Total Reviews: 150

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Who Is the Company Behind Conveyor?

  • Seller: Conveyor
  • Company Website:
  • Year Founded: 2021
  • HQ Location: San Francisco, US
  • Twitter: @conveyor
    379 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    67 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Account Executive
  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 59% Medium, 27% Large

What Do G2 Reviewers Say About Conveyor?

AI-generated summary from verified user reviews

Pros
  • Users find Conveyor to be intuitive and easy to navigate, streamlining document management and accessibility effectively.
  • Users find Conveyor's efficiency invaluable, enjoying its seamless handling and automation of security questionnaires.
  • Users value the time-saving capabilities of Conveyor, enhancing efficiency in managing compliance and documentation tasks.
  • Users find Conveyor to be incredibly intuitive, enabling efficient handling of security questionnaires with seamless setup and automation.
  • Users appreciate the AI features of Conveyor, enhancing document management and simplifying compliance tasks significantly.
Cons
  • Users express concerns about the missing features in Conveyor, including inadequate Trust Center functionality and no bulk downloads option.
  • Users experience inaccurate responses at times, though outstanding customer support helps mitigate the issues.
  • Users find the poor interface design of Conveyor hampers navigation and overall usability, impacting their experience.
  • Users find a lack of clarity in Conveyor's updates and functionalities, leading to confusion about future developments.
  • Users find the limited customization of the Conveyor tool challenging, impacting analytics and documentation efforts.

What Are Recent G2 Reviews of Conveyor?

AutoRFP.ai

AutoRFP.ai is the accuracy-first AI platform for RFPs, security questionnaires, and DDQs: every answer source-grounded and citable, with zero library maintenance. SUBMISSION-READY ANSWERS YOU CAN DEFEND Zero hallucination by design: AutoRFP.ai only writes from content your team has approved, and if it can't find approved sources to support a response, it leaves the answer blank and flags it for human review rather than guessing. Every answer carries a trust score and shows the exact approved sources behind it. This is the Verifiable Response Engine™, with two visible components: the Citation Engine™ (every answer cites its source) and Trust Scores (per-answer confidence and source age). Quality isn't a promise: it's two scores and an edit rate. Every answer is scored twice before a human reads it: a Trust Score for the sources behind it and a Feedback Score for how completely it answers what was asked. The measure of quality is how little your experts have to change: a number, not an adjective. Generation defaults to verbatim language from your approved responses and learns your tone and structure, so answers sound like your company, not like AI. First drafts in minutes, every answer cited. AUTOMATE THE MUNDANE AND WIN EFFORTLESSLY Zero library maintenance: don't update content; have content update you. The system learns from every approved response, with no snippet curation, no tagging, and no dedicated content-manager role. Your solutions engineers and subject-matter experts review and approve a submission-ready first draft instead of writing from scratch. Fits your stack: Salesforce, SharePoint, OneDrive, Google Drive, Confluence, Notion, Microsoft Teams, and Slack, with SSO via Okta and Microsoft Entra (SAML, SCIM provisioning), plus an official MCP server. Built for the whole team: assignments and ownership, sequential review and co-editing, approval-gated saves, Slack and Teams notifications, and an ask-a-question bot in Slack or Teams that answers from your library and shows its sources. Answers export back in the client's original format: the same Excel or Word file, however it was formatted, with compliance boxes ticked where they wanted them. A browser extension with AI question scraping handles procurement portals like Ariba, Workday, and Coupa. DEPLOY AT SCALE WITH CONFIDENCE SOC 2 Type II and ISO 27001 certified, so security review doesn't stall your pilot. GDPR compliant, no training on customer data, tenant isolation and private instances available, and regional hosting in the US, EU, and Australia. A self-service Trust Center provides downloadable reports and agreements. Sequential approval workflows, role-based permissions, version history, and audit trails keep every answer defensible, including fund-specific and firm-wide approval layers for private-capital DDQ teams. One platform for the whole workload: RFPs, RFIs, security questionnaires, and DDQs in one system. 44+ languages, 24/6 global support, and unlimited users on every plan: pricing scales with projects, not seats. Try it on your own RFPs in a two-week proof of concept.

Average Rating: 4.8/5.0

Total Reviews: 61

Who Is the Company Behind AutoRFP.ai?

  • Seller: AutoRFP.ai
  • Company Website:
  • Year Founded: 2022
  • HQ Location: Brisbane, QLD
  • LinkedIn® Page: www.linkedin.com
    21 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 66% Medium, 23% Small

What Do G2 Reviewers Say About AutoRFP.ai?

AI-generated summary from verified user reviews

Pros
  • Users highlight the time-saving features of AutoRFP.ai, appreciating its efficiency in managing RFP processes seamlessly.
  • Users praise the time-saving RFP management of AutoRFP.ai, significantly enhancing productivity and efficiency in responses.
  • Users appreciate the team collaboration features of AutoRFP.ai, enhancing efficiency in project management and RFP responses.
  • Users appreciate the responsive customer support of AutoRFP.ai, ensuring quick assistance and valuable feedback integration.
  • Users highly value the efficiency of AutoRFP.ai, significantly reducing time spent on RFP processes and boosting productivity.
Cons
  • Users find the platform not especially intuitive, making navigation and project continuity challenging without clearer guidance.
  • Users find the poor interface design challenging, though it doesn't significantly hinder the overall usability of AutoRFP.ai.
  • Users find the feature usability lacking, with a need for clearer guidance and more intuitive navigation.
  • Users find navigation difficult, struggling to track projects and access features within the user interface.
  • Users find the difficult learning curve of AutoRFP.ai challenging, especially without adequate training before use.

What Are Recent G2 Reviews of AutoRFP.ai?

Tribble

Tribble is a governed knowledge platform for organizations that answer high-stakes questions under time pressure. It takes the knowledge a company already holds, scattered across the CRM, call recordings, decks and documents, and turns it into answers that are cited, reviewable and drawn only from approved sources. At the center sits a knowledge layer Tribble calls the Brain. It learns: every document read and every expert correction compounds into one current understanding of how the business runs, with experts kept in the loop wherever judgment matters. Unlike a content library, where everything sits on the shelf and nothing indicates what is current, newer approved answers outrank stale ones. The platform covers RFPs, RFIs, due diligence questionnaires and security questionnaires, and connects to sources including Salesforce, Highspot, Confluence, SharePoint, Google Drive, Box and call recordings. Answers are delivered inside Slack, Microsoft Teams and the browser, so subject matter experts contribute without leaving the tools they already work in. The same knowledge layer supports pre-call preparation, closed-lost analysis, partner enablement, call coaching and CRM hygiene, so one deployment serves more than the proposal team. Published deployments include a sales engineer completing 90 percent of a 200-question RFP in under an hour, a proposal team handling more than 500 bids a year, and an enterprise rollout reaching 1,300 internal users and 350 partner organizations. Licensing is usage-based with unlimited users, so reviewers, subject matter experts and approvers participate without additional licenses. Tribble was founded in 2023 and is backed by Salesforce Ventures.

Average Rating: 4.7/5.0

Total Reviews: 175

Who Is the Company Behind Tribble?

  • Seller: Tribble
  • Company Website:
  • Year Founded: 2023
  • HQ Location: Los Angeles, CA
  • Twitter: @Tribble_ai
    36 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    21 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Account Executive
  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 42% Medium, 42% Large

What Do G2 Reviewers Say About Tribble?

AI-generated summary from verified user reviews

Pros
  • Users find Tribble to be an easy to use solution, enhancing efficiency and speeding up the RFX response process.
  • Users highlight the time-saving capabilities of Tribble, dramatically reducing workloads and speeding up response generation.
  • Users love Tribble's efficiency, significantly reducing workloads and expediting responses under strict deadlines.
  • Users appreciate the efficiency in RFP management with Tribble, highlighting time savings and ease of use.
  • Users value seamless integrations of Tribble with tools like Salesforce and Slack, enhancing efficiency and self-sufficiency.
Cons
  • Users have experienced inaccurate responses from Tribble, occasionally requiring validation against other sources for accuracy.
  • Users find Tribble has limited features, particularly missing project management tools and formatting options that hinder efficiency.
  • Users highlight the inaccuracy of AI responses in Tribble, necessitating careful prompting for reliable information.
  • Users find Tribble's inaccurate responses and outdated information limiting, impacting effective use in queries and tasks.
  • Users often face inaccuracy issues with Tribble, leading to vague responses and outdated information in their work.

What Are Recent G2 Reviews of Tribble?

Ombud

Built on a foundation of expertise in sales engineering & response management, Ombud serves enterprise-level RevOps teams. Our platform combines Generative AI, content collaboration, project management, & machine learning to streamline the creation of client-facing Sales & Business Development documentation. We move beyond basic automation & knowledge management, offering context-aware intelligent support. This enables RevOps teams to significantly elevate efficiency, cut costs, & surpass growth goals. Ombud partners with medium to large enterprises, streamlining Revenue Operations processes related to Proposal Management, PreSales, Sales & Client Service organizations. Here’s how Ombud is different: ▸ Enterprise-Grade Platform: We are built for enterprise deployments, & are able to scale to that level of complexity. We successfully support global organizations across industries. Versatility Across Use-Cases: We are more than an RFP tool. Use-cases include RFX, InfoSec questionnaires, proactive sales proposals, SOWs & contracts, security documentation, POC frameworks & more. ▸ Generative AI & Machine Learning: Our advanced GenaI capabilities integrate curated & organic content, unlocking your team’s best work & easily surfacing it for reuse. Results compound & improve over time. ▸ Scalability & Growth: We built our product to scale with you. We do not cap users or concurrent projects. We do not charge per feature or present paywalls. We foster scaling adoption, we do not inhibit it. ▸ Change Management & Adoption: We are a high-touch partner. This spans implementation & change management, training, ongoing education & full-service import services. The result for global enterprises like Zendesk, UKG, Pegasystems, Anaplan, Sage and OneStream is a consistent message, faster turnaround time, and professional deliverables at each key step of the sales process. Ombud is headquartered in Denver, CO. To learn more, please visit https://www.ombud.com/

Average Rating: 4.7/5.0

Total Reviews: 26

Who Is the Company Behind Ombud?

  • Seller: Ombud
  • Year Founded: 2011
  • HQ Location: Denver, Colorado
  • Twitter: @ombud
    278 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    43 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 54% Large, 46% Medium

What Do G2 Reviewers Say About Ombud?

AI-generated summary from verified user reviews

Pros
  • Users value the collaboration ease of Ombud, allowing seamless teamwork on RFPs and efficient response management.
  • Users appreciate the ease of process with Ombud, finding RFP management and collaboration straightforward and efficient.
  • Users find Ombud's platform provides ease of use for uploading RFPs and collaborating seamlessly.
  • Users appreciate the ease of RFP management with Ombud, facilitating collaboration and response creation effortlessly.
  • Users value the easy collaboration features of Ombud, simplifying RFP management and response generation.
Cons
  • Users find Ombud not intuitive, leading to challenges in usability compared to more user-friendly alternatives.
  • Users find Ombud's user experience lacking after switching to competitors, highlighting ease of use as a key factor.

What Are Recent G2 Reviews of Ombud?

What Are G2 Users Discussing About Ombud?

1up

The world’s best Sales & IT teams use 1up to answer sales questions, RFPs, and security questionnaires 10x faster. Based in New York City, 1up has raised more than $8 million and is trusted by industry leaders such as WalkMe, Gladly, Deliveroo, and many more across the globe to unlock a faster sales experience. Start your free trial at 1up.ai ⚡👾⚡

Average Rating: 4.9/5.0

Total Reviews: 23

Who Is the Company Behind 1up?

  • Seller: 1up
  • Year Founded: 2021
  • HQ Location: New York
  • LinkedIn® Page: www.linkedin.com
    38 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Computer Software
  • Company Size: 78% Medium, 17% Small

What Do G2 Reviewers Say About 1up?

AI-generated summary from verified user reviews

Pros
  • Users find 1up's platform to be easy to use, significantly improving efficiency and saving valuable time.
  • Users commend the helpful customer support from George's team, enhancing their overall experience with the platform.
  • Users value the centralized RFP management in 1up, significantly improving efficiency and collaboration across teams.
  • Users appreciate the time-saving capabilities of 1up, streamlining RFP responses and centralizing information efficiently.
  • Users highlight the exceptional collaboration with the 1up team, ensuring quick responses and attentive support for improved efficiency.
Cons
  • Users note the limited results from 1up, often requiring adjustments to get satisfactory answers and facing feature gaps.
  • Users find 1up has inaccurate responses for complex questions, requiring prompt engineering for better results.
  • Users find the limited features of 1up frustrating, particularly due to restrictions on question length and complex queries.
  • Users face access limitations with 1up, finding it cumbersome for complex questions due to prompt length restrictions.
  • Users find the limited file format support in 1up restrictive, wishing for more versatility in uploads.

What Are Recent G2 Reviews of 1up?

Arphie

Arphie is an AI-powered RFP automation platform that helps sales, solutions engineering, investor relations, and security teams complete RFPs, RFIs, DDQs, and security questionnaires faster and with higher quality. Instead of spending hours drafting first-pass responses, searching for information, or manually maintaining a knowledge base, Arphie automates the most time-consuming parts of the RFP process by combining advanced artificial intelligence with human-in-the-loop workflows—freeing your team to focus on revenue, sales execution, and strategic work. Using cutting-edge, patent-pending AI technology, Arphie can: ■ Connect to your business information where it resides, without having to deal with pulling it into your knowledge base in a Q&A form, or having to manually update data. For example, when your marketing team updates the pitch presentation document, Arphie will automatically recognize those changes and make it available for use. Arphie can also migrate information from legacy RFP software in just a few clicks, so you won't lose anything from your prior content library. ■ Generate AI-written first-draft responses with full transparency. Arphie shows exactly where each answer comes from, displaying source citations and confidence signals alongside the generated response—so reviewers can trust and validate answers quickly. ■ Make knowledge management proactive instead of reactive. Arphie intelligently flags answers that may be outdated when underlying documents change and suggests improved responses—eliminating last-minute scrambles and ongoing manual updates. See how Arphie can bring your team into a whole new RFP paradigm — get a demo at www.arphie.ai today.

Average Rating: 4.9/5.0

Total Reviews: 26

Who Is the Company Behind Arphie?

  • Seller: Arphie
  • Year Founded: 2023
  • HQ Location: San Francisco, US
  • LinkedIn® Page: www.linkedin.com
    10 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Computer Software
  • Company Size: 50% Medium, 35% Large

What Do G2 Reviewers Say About Arphie?

AI-generated summary from verified user reviews

Pros
  • Users find Arphie to be exceptionally easy to use, enhancing productivity and simplifying knowledge management for teams.
  • Users are thrilled with how Arphie provides a time-saving solution, transforming workflows and enhancing productivity.
  • Users value the intuitive user interface of Arphie, making onboarding and integration seamless and efficient.
  • Users are thrilled with Arphie's time-saving efficiency, dramatically reducing RFP response times and enhancing productivity.
  • Users are thrilled with Arphie's time-saving RFP management, praising its efficiency and user-friendly, AI-driven features.
Cons
  • Users note export issues with limited file format options, suggesting the need for more flexibility in imports and exports.
  • Users experience occasional minor software bugs, but the team is quick to address and resolve them promptly.
  • Users note some formatting issues in Arphie that interfere with smooth extraction and overall user experience.
  • Users note that the inadequate reporting features are still pending, impacting their overall experience with Arphie.
  • Users find the lack of mobile accessibility in Arphie limits its use and hinders their overall experience.

What Are Recent G2 Reviews of Arphie?

SiftHub

SiftHub is an AI RFP software and deal orchestration platform built for presales and revenue teams. Pulse is SiftHub's live, in-call assistant that surfaces sourced, deal-aware answers on your rep's screen in real time, so reps stop deferring, and deals move faster. SiftHub automates RFP responses, security questionnaires, competitive battlecards, meeting prep, and buyer-facing collateral so sales engineers and account executives spend less time on admin and more time winning deals. What does SiftHub do? SiftHub's AI agents handle the high-friction work across the deal cycle. Teams use it to complete RFPs 8x faster, generate first-draft responses to security questionnaires in minutes, build competitive battlecards on demand, and walk into every call with a prepared brief. During the call, SiftHub Pulse surfaces deal-aware answers the moment a buyer asks a curveball question. Reps stay in the conversation. SEs stop getting pulled into calls just to answer documented questions. All grounded in verified internal content, not free-form AI. Who uses SiftHub? SiftHub is used by presales leaders, sales engineers, bid managers, and account executives at mid-market and enterprise SaaS companies. Customers include Saviynt, Sirion, Superhuman, Allego, and Rocketlane. What results do SiftHub customers see? Superhuman's team reclaimed 8+ hours per week and cut SE query load in half. Sirion handles 1.5x more RFPs monthly without adding headcount. Rocketlane reclaimed 70% of SE bandwidth. Allego's VP of Solution Consulting credited SiftHub with measurable time savings on RFP and security responses across their GTM team. What does SiftHub integrate with? SiftHub connects to Google Drive, SharePoint, Confluence, Notion, Gong, Salesforce, HubSpot, Slack, Zendesk, and more. It works natively inside Word, Excel, Google Docs, and Google Sheets, and includes a browser extension for filling procurement portals directly — no copy-paste required. What is SiftHub Pulse? SiftHub Pulse is a live, in-call assistant. The answer to every question a buyer asks almost always exists somewhere in your org, inside a knowledge base, an old RFP, a Slack thread, or a top rep's call. Pulse brings those answers to your rep in real time, on the call, right when they need them. The answer isn't generic, it's shaped by what Pulse knows about this deal: account context, prior calls, and what's in the open proposal. Is SiftHub accurate and secure? Every response is grounded in your verified, approved content. SiftHub achieves over 99% response accuracy and includes source attribution on every answer, so teams can review, edit, and submit with confidence. SiftHub is SOC 2 Type II and ISO 27001 certified, with VAPT-grade security, role-based access controls, and full audit trails across the RFP lifecycle. Your data is never used to train public models. Most teams are live within a week.

Average Rating: 4.5/5.0

Total Reviews: 68

Who Is the Company Behind SiftHub?

  • Seller: SiftHub
  • Company Website:
  • Year Founded: 2023
  • HQ Location: San Francisco, US
  • Twitter: @sifthubhq
    123 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    32 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 83% Medium, 7% Large

What Do G2 Reviewers Say About SiftHub?

AI-generated summary from verified user reviews

Pros
  • Users commend SiftHub for its high efficiency, streamlining integrations and enhancing productivity across multiple platforms.
  • Users value the time-saving benefits of SiftHub, streamlining workflows and automating tasks efficiently.
  • Users appreciate the ease of use of SiftHub, citing its intuitive interface and smooth setup for quick navigation.
  • Users value the automated RFP responses from SiftHub, significantly reducing time spent on manual tasks and enhancing efficiency.
  • Users appreciate the accuracy of information provided by SiftHub, enhancing efficiency in handling RFPs and questionnaires.
Cons
  • Users note the limitations of AI accuracy in SiftHub, impacting reliability and needed improvements in source transparency.
  • Users highlight integration issues with SiftHub, particularly with Salesforce and syncing large documents efficiently.
  • Users find SiftHub's features limited, especially regarding source verification and handling complex documents effectively.
  • Users experience occasional formatting issues with exported documents, particularly with tables and branded templates, needing improvements.
  • Users feel the analytics section lacks detailed insights, limiting the overall effectiveness of SiftHub's features.

What Are Recent G2 Reviews of SiftHub?

Bijou Barry
BB
Researched and written by Bijou Barry
Updated May 22, 2026