# Alloy.ai, Numerator Insights vs Crisp Data Platform Comparison

| | Alloy.ai | Numerator Insights | Crisp Data Platform | 
|---|---|---|---|
| **Star Rating** | 4.6 out of 5 | 4.6 out of 5 | 4.4 out of 5 | 
| **Total Reviews** | 24 | 42 | 152 | 
| **Largest Market Segment** | Mid-Market (52.2% of reviews) | Enterprise (59.5% of reviews) | Small-Business (68.7% of reviews) | 
| **Entry Level Price** | No pricing available | No pricing available | Contact Us | 

---
## Top Pros & Cons

### Alloy.ai

Pros:
- Ease of Use (2 reviews)
- Customer Support (1 reviews)

Cons:
- Inadequate Tracking (1 reviews)
- Inefficient Tracking (1 reviews)

### Numerator Insights


Cons:
- Improvement Needed (1 reviews)
- Inadequate Reporting (1 reviews)

### Crisp Data Platform

Pros:
- Ease of Use (47 reviews)
- Data Accuracy (18 reviews)

Cons:
- Time-Consuming (10 reviews)
- Slow Loading (9 reviews)

---
## Ratings Comparison
| Rating | Alloy.ai | Numerator Insights | Crisp Data Platform | 
|---|---|---|---|
  | **Meets Requirements** | 8.9 (18 reviews) | 8.5 (24 reviews) | 8.5 (136 reviews) | 
  | **Ease of Use** | 9.8 (18 reviews) | 8.5 (23 reviews) | 8.6 (139 reviews) | 
  | **Ease of Setup** | 9.7 (6 reviews) | 9.3 (5 reviews) | 8.5 (89 reviews) | 
  | **Ease of Admin** | 8.7 (5 reviews) | Not enough data | 8.7 (41 reviews) | 
  | **Quality of Support** | 9.1 (18 reviews) | 9.3 (23 reviews) | 9.0 (132 reviews) | 
  | **Has the product been a good partner in doing business?** | 9.3 (5 reviews) | Not enough data | 9.0 (41 reviews) | 
  | **Product Direction (% positive)** | 8.1 (18 reviews) | 7.9 (22 reviews) | 8.8 (136 reviews) | 

---
## Pricing

### Alloy.ai

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

### Numerator Insights

#### Entry-Level Pricing

No pricing available

#### Free Trial

No information available

### Crisp Data Platform

#### Entry-Level Pricing

Plan: 50,000-75,000 points of distribution (PODs)

Price: Contact Us

Description: Pricing depends on the volume of data Crisp needs to store and process. The rate is based on each brand’s monthly combined points of distribution and e-commerce transactions.

Key Features:
- https://www.gocrisp.com/pricing

[Browse all 4 editions](https://www.g2.com/products/crisp-data-platform/pricing)

#### Free Trial

Yes

---
## Features Comparison By Category

### Demand Planning

| Product | Score | Reviews |
|---|---|---|
| **Alloy.ai** | 8.4/10 | 5 |
| **Numerator Insights** | N/A | N/A |
| **Crisp Data Platform** | N/A | N/A |

#### Analytics

| Feature | Alloy.ai | Numerator Insights | Crisp Data Platform | 
|---|---|---|---|
| **Reporting** | 8.7 (5 reviews) | Not enough data | Not enough data | 
| **Segmentation analysis** | Not enough data | Not enough data | Not enough data | 
| **Product lifecycle** | Not enough data | Not enough data | Not enough data | 
| **Simulation** | Not enough data | Not enough data | Not enough data | 
| **Historical Forecast** | Not enough data | Not enough data | Not enough data | 

#### Collaboration

| Feature | Alloy.ai | Numerator Insights | Crisp Data Platform | 
|---|---|---|---|
| **Integrations** | Not enough data | Not enough data | Not enough data | 
| **Multiple users** | Not enough data | Not enough data | Not enough data | 
| **Forecast collaboration** | Not enough data | Not enough data | Not enough data | 
| **Inventory collaboration** | 8.0 (5 reviews) | Not enough data | Not enough data | 

#### Planning

| Feature | Alloy.ai | Numerator Insights | Crisp Data Platform | 
|---|---|---|---|
| **Planning dashboard** | Not enough data | Not enough data | Not enough data | 
| **Capacity Planning** | Not enough data | Not enough data | Not enough data | 
| **Assortment Planning** | Not enough data | Not enough data | Not enough data | 
| **Business functions** | Not enough data | Not enough data | Not enough data | 
| **Goal planning** | Not enough data | Not enough data | Not enough data | 
| **Comprehensive Planning** | Not enough data | Not enough data | Not enough data | 
| **Workflow** | Not enough data | Not enough data | Not enough data | 

### Supply Chain Visibility

| Product | Score | Reviews |
|---|---|---|
| **Alloy.ai** | N/A | N/A |
| **Numerator Insights** | N/A | N/A |
| **Crisp Data Platform** | 5.9/10 | 21 |

#### Visibility

| Feature | Alloy.ai | Numerator Insights | Crisp Data Platform | 
|---|---|---|---|
| **Compliance** | Not enough data | Not enough data | 6.9 (18 reviews) | 
| **Search** | Not enough data | Not enough data | 6.4 (17 reviews) | 
| **Temperature Alerts** | Not enough data | Not enough data | 4.5 (16 reviews) | 
| **Shipment Tracking** | Not enough data | Not enough data | 6.1 (17 reviews) | 
| **Order-Level Visibility** | Not enough data | Not enough data | 6.0 (17 reviews) | 
| **ETA** | Not enough data | Not enough data | 5.0 (16 reviews) | 
| **Geofencing** | Not enough data | Not enough data | 5.1 (15 reviews) | 

#### Delivery

| Feature | Alloy.ai | Numerator Insights | Crisp Data Platform | 
|---|---|---|---|
| **Flows** | Not enough data | Not enough data | 7.5 (21 reviews) | 
| **Alerts** | Not enough data | Not enough data | 5.3 (18 reviews) | 
| **Inventory** | Not enough data | Not enough data | 8.3 (21 reviews) | 
| **Modes** | Not enough data | Not enough data | 5.3 (18 reviews) | 

#### Workflow Automation

| Feature | Alloy.ai | Numerator Insights | Crisp Data Platform | 
|---|---|---|---|
| **Rating** | Not enough data | Not enough data | 4.3 (14 reviews) | 
| **Dispatch and Tender** | Not enough data | Not enough data | 4.2 (14 reviews) | 
| **Invoice Management** | Not enough data | Not enough data | 4.3 (15 reviews) | 
| **Digital Document Reconciliation** | Not enough data | Not enough data | 4.4 (14 reviews) | 

#### Network Management

| Feature | Alloy.ai | Numerator Insights | Crisp Data Platform | 
|---|---|---|---|
| **Geographic Optionality** | Not enough data | Not enough data | 5.6 (14 reviews) | 
| **Automated Onboarding** | Not enough data | Not enough data | 5.1 (14 reviews) | 

#### Performance

| Feature | Alloy.ai | Numerator Insights | Crisp Data Platform | 
|---|---|---|---|
| **Financial Analytics** | Not enough data | Not enough data | 7.7 (18 reviews) | 
| **KPIs** | Not enough data | Not enough data | 7.7 (20 reviews) | 
| **Benchmarking** | Not enough data | Not enough data | 7.6 (19 reviews) | 

#### Platform

| Feature | Alloy.ai | Numerator Insights | Crisp Data Platform | 
|---|---|---|---|
| **Data quality** | Not enough data | Not enough data | 7.6 (17 reviews) | 
| **Languages** | Not enough data | Not enough data | 5.4 (14 reviews) | 
| **Configurable Notifications** | Not enough data | Not enough data | 6.0 (16 reviews) | 

### Electronic Data Interchange (EDI)

| Product | Score | Reviews |
|---|---|---|
| **Alloy.ai** | N/A | N/A |
| **Numerator Insights** | N/A | N/A |
| **Crisp Data Platform** | 8.9/10 | 18 |

#### Functionality

| Feature | Alloy.ai | Numerator Insights | Crisp Data Platform | 
|---|---|---|---|
| **Data Exchange** | Not enough data | Not enough data | 9.2 (13 reviews) | 
| **Data Mapping** | Not enough data | Not enough data | 9.2 (12 reviews) | 

#### Management

| Feature | Alloy.ai | Numerator Insights | Crisp Data Platform | 
|---|---|---|---|
| **Workflow Management** | Not enough data | Not enough data | 9.1 (11 reviews) | 
| **Exception Handling** | Not enough data | Not enough data | 8.3 (11 reviews) | 
| **Real Time Reporting** | Not enough data | Not enough data | 8.8 (15 reviews) | 

#### Integrations

| Feature | Alloy.ai | Numerator Insights | Crisp Data Platform | 
|---|---|---|---|
| **Third Party Integration** | Not enough data | Not enough data | 8.9 (14 reviews) | 
| **BI Tools Integration** | Not enough data | Not enough data | 7.0 (9 reviews) | 

#### Security

| Feature | Alloy.ai | Numerator Insights | Crisp Data Platform | 
|---|---|---|---|
| **Communication Protocols** | Not enough data | Not enough data | 9.3 (10 reviews) | 
| **EDI Standards** | Not enough data | Not enough data | 9.5 (11 reviews) | 

#### Support

| Feature | Alloy.ai | Numerator Insights | Crisp Data Platform | 
|---|---|---|---|
| **EDI Testing** | Not enough data | Not enough data | 9.4 (13 reviews) | 

### Digital Advertising Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Alloy.ai** | N/A | N/A |
| **Numerator Insights** | N/A | N/A |
| **Crisp Data Platform** | N/A | N/A |

#### Platform Insights

| Feature | Alloy.ai | Numerator Insights | Crisp Data Platform | 
|---|---|---|---|
| **Ad Creatives** | Not enough data | Not enough data | Not enough data | 
| **Buying Strategies** | Not enough data | Not enough data | Not enough data | 
| **Publisher Data** | Not enough data | Not enough data | Not enough data | 
| **Advertising Spend** | Not enough data | Not enough data | Not enough data | 
| **Websites and Social Channels** | Not enough data | Not enough data | Not enough data | 
| **Device Insights** | Not enough data | Not enough data | Not enough data | 
| **Ad Intelligence Reporting** | Not enough data | Not enough data | Not enough data | 

#### Agentic AI - Digital Advertising Intelligence

| Feature | Alloy.ai | Numerator Insights | Crisp Data Platform | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | Not enough data | 
| **Multi-step Planning** | Not enough data | Not enough data | Not enough data | 
| **Cross-system Integration** | Not enough data | Not enough data | Not enough data | 
| **Adaptive Learning** | Not enough data | Not enough data | Not enough data | 
| **Proactive Assistance** | Not enough data | Not enough data | Not enough data | 
| **Decision Making** | Not enough data | Not enough data | Not enough data | 

#### Platform Additional Functionality

| Feature | Alloy.ai | Numerator Insights | Crisp Data Platform | 
|---|---|---|---|
| **Ad Competitive Benchmarking** | Not enough data | Not enough data | Not enough data | 
| **Alerts** | Not enough data | Not enough data | Not enough data | 

### Retail Intelligence

| Product | Score | Reviews |
|---|---|---|
| **Alloy.ai** | N/A | N/A |
| **Numerator Insights** | 8.5/10 | 8 |
| **Crisp Data Platform** | 6.7/10 | 67 |

#### Data Management

| Feature | Alloy.ai | Numerator Insights | Crisp Data Platform | 
|---|---|---|---|
| **Data Types** | Not enough data | 8.8 (7 reviews) | 8.0 (58 reviews) | 
| **Consolidation** | Not enough data | 8.7 (5 reviews) | 8.4 (57 reviews) | 
| **Cleansing** | Not enough data | 8.0 (5 reviews) | 7.0 (58 reviews) | 
| **Validation** | Not enough data | 8.0 (5 reviews) | 7.5 (58 reviews) | 
| **Correction** | Not enough data | 8.7 (5 reviews) | 7.3 (57 reviews) | 

#### Analytics

| Feature | Alloy.ai | Numerator Insights | Crisp Data Platform | 
|---|---|---|---|
| **Forecasting** | Not enough data | 8.3 (5 reviews) | 6.5 (35 reviews) | 
| **KPIs** | Not enough data | 8.7 (5 reviews) | 7.4 (61 reviews) | 
| **Dashboards** | Not enough data | 9.3 (5 reviews) | 8.1 (63 reviews) | 
| **Integration** | Not enough data | 8.0 (5 reviews) | 7.5 (61 reviews) | 

#### Generative AI

| Feature | Alloy.ai | Numerator Insights | Crisp Data Platform | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | Feature Not Available | 

#### Agentic AI - Retail Intelligence

| Feature | Alloy.ai | Numerator Insights | Crisp Data Platform | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 5.0 (7 reviews) | 
| **Multi-step Planning** | Not enough data | Not enough data | 5.4 (8 reviews) | 
| **Cross-system Integration** | Not enough data | Not enough data | 6.5 (8 reviews) | 
| **Adaptive Learning** | Not enough data | Not enough data | 5.4 (8 reviews) | 
| **Natural Language Interaction** | Not enough data | Not enough data | 5.4 (8 reviews) | 
| **Proactive Assistance** | Not enough data | Not enough data | 5.4 (8 reviews) | 
| **Decision Making** | Not enough data | Not enough data | 6.5 (8 reviews) | 

### Retail Analytics

| Product | Score | Reviews |
|---|---|---|
| **Alloy.ai** | N/A | N/A |
| **Numerator Insights** | N/A | N/A |
| **Crisp Data Platform** | 6.1/10 | 99 |

#### Data Management

| Feature | Alloy.ai | Numerator Insights | Crisp Data Platform | 
|---|---|---|---|
| **Consolidation
** | Not enough data | Not enough data | 8.0 (85 reviews) | 
| **Data types
** | Not enough data | Not enough data | 8.0 (84 reviews) | 
| **Correction** | Not enough data | Not enough data | 7.1 (80 reviews) | 
| **Cleansing** | Not enough data | Not enough data | 7.2 (81 reviews) | 
| **Validation
** | Not enough data | Not enough data | 7.4 (81 reviews) | 

#### Analytics

| Feature | Alloy.ai | Numerator Insights | Crisp Data Platform | 
|---|---|---|---|
| **KPIs** | Not enough data | Not enough data | 7.8 (81 reviews) | 
| **Forecasting** | Not enough data | Not enough data | 7.4 (82 reviews) | 
| **Reports and Dashboards** | Not enough data | Not enough data | 8.3 (90 reviews) | 
| **Predictive analytics** | Not enough data | Not enough data | 6.8 (80 reviews) | 

#### Mobile

| Feature | Alloy.ai | Numerator Insights | Crisp Data Platform | 
|---|---|---|---|
| **Mobile dashboard** | Not enough data | Not enough data | 6.2 (81 reviews) | 
| **Mobile application** | Not enough data | Not enough data | Feature Not Available | 

#### Platform Additional Functionality

| Feature | Alloy.ai | Numerator Insights | Crisp Data Platform | 
|---|---|---|---|
| **Cloud** | Not enough data | Not enough data | 6.6 (77 reviews) | 
| **On-Premise** | Not enough data | Not enough data | 5.8 (76 reviews) | 

#### Integration 

| Feature | Alloy.ai | Numerator Insights | Crisp Data Platform | 
|---|---|---|---|
| **Marketplace** | Not enough data | Not enough data | 6.5 (81 reviews) | 
| **Retail POS** | Not enough data | Not enough data | 7.0 (82 reviews) | 
| **Other software** | Not enough data | Not enough data | 6.0 (76 reviews) | 

#### Generative AI

| Feature | Alloy.ai | Numerator Insights | Crisp Data Platform | 
|---|---|---|---|
| **AI Text Generation** | Not enough data | Not enough data | 5.7 (74 reviews) | 

#### Agentic AI - Retail Analytics

| Feature | Alloy.ai | Numerator Insights | Crisp Data Platform | 
|---|---|---|---|
| **Autonomous Task Execution** | Not enough data | Not enough data | 3.7 (5 reviews) | 
| **Multi-step Planning** | Not enough data | Not enough data | 3.3 (5 reviews) | 
| **Cross-system Integration** | Not enough data | Not enough data | 4.0 (5 reviews) | 
| **Adaptive Learning** | Not enough data | Not enough data | 5.0 (5 reviews) | 
| **Natural Language Interaction** | Not enough data | Not enough data | 4.0 (5 reviews) | 
| **Proactive Assistance** | Not enough data | Not enough data | 4.0 (5 reviews) | 
| **Decision Making** | Not enough data | Not enough data | 4.0 (5 reviews) | 

### Consumer Insights Platforms

| Product | Score | Reviews |
|---|---|---|
| **Alloy.ai** | N/A | N/A |
| **Numerator Insights** | N/A | N/A |
| **Crisp Data Platform** | N/A | N/A |

#### Survey Design - Consumer Insights Platforms

| Feature | Alloy.ai | Numerator Insights | Crisp Data Platform | 
|---|---|---|---|
| **Multi-Use Methodologies** | Not enough data | Not enough data | Not enough data | 
| **Industry & Locale Adaptability** | Not enough data | Not enough data | Not enough data | 
| **Behavioral & Adaptive Logic Guidance** | Not enough data | Not enough data | Not enough data | 
| **Self-Serve Survey Builder** | Not enough data | Not enough data | Not enough data | 
| **AI Smart Probes** | Not enough data | Not enough data | Not enough data | 

#### Audience Access - Consumer Insights Platforms

| Feature | Alloy.ai | Numerator Insights | Crisp Data Platform | 
|---|---|---|---|
| **Flexible Audience Options** | Not enough data | Not enough data | Not enough data | 
| **Customer Data Upload** | Not enough data | Not enough data | Not enough data | 
| **Consumer Panels** | Not enough data | Not enough data | Not enough data | 

#### Data Collection - Consumer Insights Platforms

| Feature | Alloy.ai | Numerator Insights | Crisp Data Platform | 
|---|---|---|---|
| **Rapid Research** | Not enough data | Not enough data | Not enough data | 
| **Quality Assurance** | Not enough data | Not enough data | Not enough data | 
| **Mobile / Mixed Mode** | Not enough data | Not enough data | Not enough data | 

#### Analytics - Consumer Insights Platforms

| Feature | Alloy.ai | Numerator Insights | Crisp Data Platform | 
|---|---|---|---|
| **AI-Powered Insights** | Not enough data | Not enough data | Not enough data | 
| **Qualitative Research Support** | Not enough data | Not enough data | Not enough data | 
| **Benchmarking & Norms** | Not enough data | Not enough data | Not enough data | 

#### Collaboration - Consumer Insights Platforms

| Feature | Alloy.ai | Numerator Insights | Crisp Data Platform | 
|---|---|---|---|
| **Dashboards & Embedded Integrations** | Not enough data | Not enough data | Not enough data | 
| **Embeddable Reports** | Not enough data | Not enough data | Not enough data | 
| **Shared Workspaces** | Not enough data | Not enough data | Not enough data | 

### Omnichannel Commerce

| Product | Score | Reviews |
|---|---|---|
| **Alloy.ai** | N/A | N/A |
| **Numerator Insights** | N/A | N/A |
| **Crisp Data Platform** | N/A | N/A |

#### Reporting

| Feature | Alloy.ai | Numerator Insights | Crisp Data Platform | 
|---|---|---|---|
| **Reports & Analytics** | Not enough data | Not enough data | Not enough data | 
| **Data Transfer Tools** | Not enough data | Not enough data | Not enough data | 

#### Omnichannel Features 

| Feature | Alloy.ai | Numerator Insights | Crisp Data Platform | 
|---|---|---|---|
| **Retail Management** | Not enough data | Not enough data | Not enough data | 
| **POS Integration** | Not enough data | Not enough data | Not enough data | 
| **Social Media Integration** | Not enough data | Not enough data | Not enough data | 
| **Customer Service Integration** | Not enough data | Not enough data | Not enough data | 
| **Marketing Tools** | Not enough data | Not enough data | Not enough data | 
| **E-commerce Integration** | Not enough data | Not enough data | Not enough data | 
| **ERP Integration** | Not enough data | Not enough data | Not enough data | 

---
## Categories
**Shared Categories (2):** [Retail Analytics Software](https://www.g2.com/categories/retail-analytics), [Retail Intelligence Software](https://www.g2.com/categories/retail-intelligence)

**Unique to Alloy.ai (1):** [Demand Planning Software](https://www.g2.com/categories/demand-planning)

**Unique to Numerator Insights (3):** [Omnichannel Commerce Software](https://www.g2.com/categories/omnichannel-commerce), [Digital Advertising Intelligence Software](https://www.g2.com/categories/digital-advertising-intelligence), [Consumer Insights Platforms](https://www.g2.com/categories/consumer-insights-platforms)

**Unique to Crisp Data Platform (2):** [Supply Chain Visibility Software](https://www.g2.com/categories/supply-chain-visibility), [Electronic Data Interchange (EDI) Software](https://www.g2.com/categories/electronic-data-interchange-edi)


---
## Reviewer Demographics

### By Company Size

| Segment | Alloy.ai | Numerator Insights | Crisp Data Platform | 
|---|---|---|---|
| **Small-Business** | 17.4% | 9.5% | 68.7% | 
| **Mid-Market** | 52.2% | 31.0% | 27.2% | 
| **Enterprise** | 30.4% | 59.5% | 4.1% | 

### By Industry

#### Alloy.ai

- **Consumer Goods:** 39.1%
- **Retail:** 26.1%
- **Consumer Electronics:** 8.7%
- **Wholesale:** 4.3%
- **Telecommunications:** 4.3%
- **Information Technology and Services:** 4.3%
- **Food Production:** 4.3%
- **Entertainment:** 4.3%
- **Automotive:** 4.3%

#### Numerator Insights

- **Consumer Goods:** 41.5%
- **Food & Beverages:** 24.4%
- **Marketing and Advertising:** 12.2%
- **Food Production:** 4.9%
- **Manufacturing:** 2.4%
- **Retail:** 2.4%
- **Pharmaceuticals:** 2.4%
- **Market Research:** 2.4%
- **Information Technology and Services:** 2.4%
- **Airlines/Aviation:** 2.4%
- **Other:** 2.4%

#### Crisp Data Platform

- **Food & Beverages:** 30.6%
- **Consumer Goods:** 23.6%
- **Retail:** 12.5%
- **Food Production:** 6.9%
- **Apparel & Fashion:** 3.5%
- **Manufacturing:** 2.8%
- **Consulting:** 2.1%
- **Wholesale:** 2.1%
- **Accounting:** 1.4%
- **Health, Wellness and Fitness:** 1.4%
- **Other:** 13.2%

---
## Alternatives

### Alternatives to Alloy.ai

- [Triple Whale](https://www.g2.com/products/triple-whale/reviews) — 4.5/5 stars (481 reviews)
- [Coupa](https://www.g2.com/products/coupa-software-coupa/reviews) — 4.2/5 stars (569 reviews)
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- [SAP Integrated Business Planning](https://www.g2.com/products/sap-integrated-business-planning/reviews) — 4.3/5 stars (299 reviews)
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- [IBM Planning Analytics](https://www.g2.com/products/ibm-planning-analytics/reviews) — 4.4/5 stars (257 reviews)
- [Stackline](https://www.g2.com/products/stackline/reviews) — 4.4/5 stars (245 reviews)

### Alternatives to Numerator Insights

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- [Triple Whale](https://www.g2.com/products/triple-whale/reviews) — 4.5/5 stars (481 reviews)
- [BigCommerce](https://www.g2.com/products/bigcommerce/reviews) — 4.2/5 stars (580 reviews)
- [Shopify Plus](https://www.g2.com/products/shopify-plus/reviews) — 4.4/5 stars (867 reviews)
- [Shopify POS](https://www.g2.com/products/shopify-shopify-pos/reviews) — 4.4/5 stars (367 reviews)
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### Alternatives to Crisp Data Platform

- [Triple Whale](https://www.g2.com/products/triple-whale/reviews) — 4.5/5 stars (481 reviews)
- [Shopify POS](https://www.g2.com/products/shopify-shopify-pos/reviews) — 4.4/5 stars (367 reviews)
- [Celigo](https://www.g2.com/products/celigo/reviews) — 4.6/5 stars (1052 reviews)
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- [Jitterbit](https://www.g2.com/products/jitterbit/reviews) — 4.5/5 stars (605 reviews)
- [SPS Commerce Fulfillment EDI](https://www.g2.com/products/sps-commerce-fulfillment-edi/reviews) — 4.3/5 stars (619 reviews)
- [Cleo Integration Cloud](https://www.g2.com/products/cleo-integration-cloud/reviews) — 4.4/5 stars (555 reviews)
- [Boomi](https://www.g2.com/products/boomi/reviews) — 4.4/5 stars (505 reviews)

---
## Top Discussions

### Alloy.ai

- Title: [What are the upcoming features for the betterment of alloy?](https://www.g2.com/discussions/what-are-the-upcoming-features-for-the-betterment-of-alloy) — 1 comment, 2 upvotes
  > **Top comment:** "Hi Mohammad!

We recently announced the official launch of our newest product, Alloy Planning!

Alloy Planning is a POS-driven forecasting and planning..."

### Numerator Insights

No discussions available for this product.

### Crisp Data Platform

No discussions available for this product.

---
**Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/alloy-ai-vs-numerator-insights-vs-crisp-data-platform)