# Amazon Sagemaker Ground Truth, Kili vs Google Cloud AutoML Comparison | | Amazon Sagemaker Ground Truth | Kili | Google Cloud AutoML | |---|---|---|---| | **Star Rating** | 4.1 out of 5 | 4.7 out of 5 | 4.1 out of 5 | | **Total Reviews** | 19 | 53 | 22 | | **Largest Market Segment** | Small-Business (36.8% of reviews) | Mid-Market (41.3% of reviews) | Small-Business (45.5% of reviews) | | **Entry Level Price** | No pricing available | Free Trial 200 Assets | No pricing available | --- ## Top Pros & Cons ### Amazon Sagemaker Ground Truth **Not enough data** ### Kili Pros: - Data Labeling (1 reviews) - Data Labelling (1 reviews) Cons: - Limited Features (1 reviews) - Missing Features (1 reviews) ### Google Cloud AutoML Pros: - AI Integration (1 reviews) - Ease of Use (1 reviews) Cons: - Cost (1 reviews) - Expensive (1 reviews) --- ## Ratings Comparison | Rating | Amazon Sagemaker Ground Truth | Kili | Google Cloud AutoML | |---|---|---|---| | **Meets Requirements** | 8.2 (13 reviews) | 9.1 (27 reviews) | 8.6 (14 reviews) | | **Ease of Use** | 8.3 (13 reviews) | 8.9 (27 reviews) | 8.6 (14 reviews) | | **Ease of Setup** | 7.3 (10 reviews) | 8.5 (10 reviews) | 7.4 (11 reviews) | | **Ease of Admin** | 8.2 (11 reviews) | 9.3 (10 reviews) | 7.9 (12 reviews) | | **Quality of Support** | 9.6 (13 reviews) | 9.4 (26 reviews) | 7.5 (14 reviews) | | **Has the product been a good partner in doing business?** | 8.5 (10 reviews) | 8.7 (9 reviews) | 8.3 (11 reviews) | | **Product Direction (% positive)** | 8.9 (11 reviews) | 10.0 (31 reviews) | 8.9 (11 reviews) | --- ## Pricing ### Amazon Sagemaker Ground Truth #### Entry-Level Pricing No pricing available #### Free Trial No information available ### Kili #### Entry-Level Pricing Plan: Free Trial Price: Free Trial 200 Assets Description: Test out our platform for your use cases, no credit card required. Key Features: - Image, video, text, PDFs, large images & rich text labeling interfaces - 200 Assets - 2 Seats [Browse all 3 editions](https://www.g2.com/products/kili/pricing) #### Free Trial Yes ### Google Cloud AutoML #### Entry-Level Pricing No pricing available #### Free Trial No information available --- ## Features Comparison By Category ### MLOps Platforms | Product | Score | Reviews | |---|---|---| | **Amazon Sagemaker Ground Truth** | N/A | N/A | | **Kili** | N/A | N/A | | **Google Cloud AutoML** | N/A | N/A | #### Deployment | Feature | Amazon Sagemaker Ground Truth | Kili | Google Cloud AutoML | |---|---|---|---| | **Language Flexibility** | Not enough data | Not enough data | Not enough data | | **Framework Flexibility** | Not enough data | Not enough data | Not enough data | | **Versioning** | Not enough data | Not enough data | Not enough data | | **Ease of Deployment** | Not enough data | Not enough data | Not enough data | | **Scalability** | Not enough data | Not enough data | Not enough data | #### Deployment | Feature | Amazon Sagemaker Ground Truth | Kili | Google Cloud AutoML | |---|---|---|---| | **Language Flexibility** | Not enough data | Not enough data | Not enough data | | **Framework Flexibility** | Not enough data | Not enough data | Not enough data | | **Versioning** | Not enough data | Not enough data | Not enough data | | **Ease of Deployment** | Not enough data | Not enough data | Not enough data | | **Scalability** | Not enough data | Not enough data | Not enough data | #### Management | Feature | Amazon Sagemaker Ground Truth | Kili | Google Cloud AutoML | |---|---|---|---| | **Cataloging** | Not enough data | Not enough data | Not enough data | | **Monitoring** | Not enough data | Not enough data | Not enough data | | **Governing** | Not enough data | Not enough data | Not enough data | | **Model Registry** | Not enough data | Not enough data | Not enough data | #### Operations | Feature | Amazon Sagemaker Ground Truth | Kili | Google Cloud AutoML | |---|---|---|---| | **Metrics** | Not enough data | Not enough data | Not enough data | | **Infrastructure management** | Not enough data | Not enough data | Not enough data | | **Collaboration** | Not enough data | Not enough data | Not enough data | #### Management | Feature | Amazon Sagemaker Ground Truth | Kili | Google Cloud AutoML | |---|---|---|---| | **Cataloging** | Not enough data | Not enough data | Not enough data | | **Monitoring** | Not enough data | Not enough data | Not enough data | | **Governing** | Not enough data | Not enough data | Not enough data | #### Generative AI | Feature | Amazon Sagemaker Ground Truth | Kili | Google Cloud AutoML | |---|---|---|---| | **AI Text Generation** | Not enough data | Not enough data | Not enough data | | **AI Text Summarization** | Not enough data | Not enough data | Not enough data | ### Data Science and Machine Learning Platforms | Product | Score | Reviews | |---|---|---| | **Amazon Sagemaker Ground Truth** | N/A | N/A | | **Kili** | N/A | N/A | | **Google Cloud AutoML** | N/A | N/A | #### System | Feature | Amazon Sagemaker Ground Truth | Kili | Google Cloud AutoML | |---|---|---|---| | **Data Ingestion & Wrangling** | Not enough data | Not enough data | Not enough data | #### Model Development | Feature | Amazon Sagemaker Ground Truth | Kili | Google Cloud AutoML | |---|---|---|---| | **Language Support** | Not enough data | Not enough data | Not enough data | | **Drag and Drop** | Not enough data | Not enough data | Not enough data | | **Pre-Built Algorithms** | Not enough data | Not enough data | Not enough data | | **Model Training** | Not enough data | Not enough data | Not enough data | #### Model Development | Feature | Amazon Sagemaker Ground Truth | Kili | Google Cloud AutoML | |---|---|---|---| | **Feature Engineering** | Not enough data | Not enough data | Not enough data | #### Machine/Deep Learning Services | Feature | Amazon Sagemaker Ground Truth | Kili | Google Cloud AutoML | |---|---|---|---| | **Computer Vision** | Not enough data | Not enough data | Not enough data | | **Natural Language Processing** | Not enough data | Not enough data | Not enough data | | **Natural Language Generation** | Not enough data | Not enough data | Not enough data | | **Artificial Neural Networks** | Not enough data | Not enough data | Not enough data | #### Machine/Deep Learning Services | Feature | Amazon Sagemaker Ground Truth | Kili | Google Cloud AutoML | |---|---|---|---| | **Natural Language Understanding** | Not enough data | Not enough data | Not enough data | | **Deep Learning** | Not enough data | Not enough data | Not enough data | #### Deployment | Feature | Amazon Sagemaker Ground Truth | Kili | Google Cloud AutoML | |---|---|---|---| | **Managed Service** | Not enough data | Not enough data | Not enough data | | **Application** | Not enough data | Not enough data | Not enough data | | **Scalability** | Not enough data | Not enough data | Not enough data | #### Generative AI | Feature | Amazon Sagemaker Ground Truth | Kili | Google Cloud AutoML | |---|---|---|---| | **AI Text Generation** | Not enough data | Not enough data | Not enough data | | **AI Text Summarization** | Not enough data | Not enough data | Not enough data | | **AI Text-to-Image** | Not enough data | Not enough data | Not enough data | #### Agentic AI - Data Science and Machine Learning Platforms | Feature | Amazon Sagemaker Ground Truth | Kili | Google Cloud AutoML | |---|---|---|---| | **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 | | **Natural Language Interaction** | 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 | ### Data Labeling | Product | Score | Reviews | |---|---|---| | **Amazon Sagemaker Ground Truth** | N/A | N/A | | **Kili** | 9.0/10 | 27 | | **Google Cloud AutoML** | N/A | N/A | #### Quality | Feature | Amazon Sagemaker Ground Truth | Kili | Google Cloud AutoML | |---|---|---|---| | **Labeler Quality** | Not enough data | 9.2 (19 reviews) | Not enough data | | **Task Quality** | Not enough data | 9.1 (22 reviews) | Not enough data | | **Data Quality** | Not enough data | 9.1 (21 reviews) | Not enough data | | **Human-in-the-Loop** | Not enough data | 9.2 (20 reviews) | Not enough data | #### Automation | Feature | Amazon Sagemaker Ground Truth | Kili | Google Cloud AutoML | |---|---|---|---| | **Machine Learning Pre-Labeling** | Not enough data | 9.0 (19 reviews) | Not enough data | | **Automatic Routing of Labeling** | Not enough data | 9.0 (13 reviews) | Not enough data | #### Image Annotation | Feature | Amazon Sagemaker Ground Truth | Kili | Google Cloud AutoML | |---|---|---|---| | **Image Segmentation ** | Not enough data | 9.2 (16 reviews) | Not enough data | | **Object Detection** | Not enough data | 9.2 (19 reviews) | Not enough data | | **Object Tracking** | Not enough data | 8.8 (15 reviews) | Not enough data | | **Data Types** | Not enough data | 9.2 (19 reviews) | Not enough data | #### Natural Language Annotation | Feature | Amazon Sagemaker Ground Truth | Kili | Google Cloud AutoML | |---|---|---|---| | **Named Entity Recognition** | Not enough data | 9.1 (18 reviews) | Not enough data | | **Sentiment Detection** | Not enough data | 9.0 (10 reviews) | Not enough data | | **OCR** | Not enough data | 8.9 (11 reviews) | Not enough data | #### Speech Annotation | Feature | Amazon Sagemaker Ground Truth | Kili | Google Cloud AutoML | |---|---|---|---| | **Transcription** | Not enough data | 8.8 (12 reviews) | Not enough data | | **Emotion Recognition** | Not enough data | 8.8 (8 reviews) | Not enough data | ### Image Recognition | Product | Score | Reviews | |---|---|---| | **Amazon Sagemaker Ground Truth** | N/A | N/A | | **Kili** | N/A | N/A | | **Google Cloud AutoML** | N/A | N/A | #### Recognition Type | Feature | Amazon Sagemaker Ground Truth | Kili | Google Cloud AutoML | |---|---|---|---| | **Emotion Detection** | Not enough data | Not enough data | Not enough data | | **Object Detection** | Not enough data | Not enough data | Not enough data | | **Text Detection** | Not enough data | Not enough data | Not enough data | | **Motion Analysis** | Not enough data | Not enough data | Not enough data | | **Scene Reconstruction** | Not enough data | Not enough data | Not enough data | | **Logo Detection** | Not enough data | Not enough data | Not enough data | | **Explicit Content Detection** | Not enough data | Not enough data | Not enough data | | **Video Detection** | Not enough data | Not enough data | Not enough data | #### Facial Recognition | Feature | Amazon Sagemaker Ground Truth | Kili | Google Cloud AutoML | |---|---|---|---| | **Facial Analysis** | Not enough data | Not enough data | Not enough data | | **Face Comparison** | Not enough data | Not enough data | Not enough data | #### Labeling | Feature | Amazon Sagemaker Ground Truth | Kili | Google Cloud AutoML | |---|---|---|---| | **Model Training** | Not enough data | Not enough data | Not enough data | | **Bounding Boxes** | Not enough data | Not enough data | Not enough data | | **Custom Image Detection** | Not enough data | Not enough data | Not enough data | #### Deployment | Feature | Amazon Sagemaker Ground Truth | Kili | Google Cloud AutoML | |---|---|---|---| | **Integrations** | Not enough data | Not enough data | Not enough data | ### Machine Learning | Product | Score | Reviews | |---|---|---| | **Amazon Sagemaker Ground Truth** | N/A | N/A | | **Kili** | N/A | N/A | | **Google Cloud AutoML** | N/A | N/A | #### Integration - Machine Learning | Feature | Amazon Sagemaker Ground Truth | Kili | Google Cloud AutoML | |---|---|---|---| | **Integration** | Not enough data | Not enough data | Not enough data | #### Learning - Machine Learning | Feature | Amazon Sagemaker Ground Truth | Kili | Google Cloud AutoML | |---|---|---|---| | **Training Data** | Not enough data | Not enough data | Not enough data | | **Actionable Insights** | Not enough data | Not enough data | Not enough data | | **Algorithm** | Not enough data | Not enough data | Not enough data | ### Low-Code Machine Learning Platforms | Product | Score | Reviews | |---|---|---| | **Amazon Sagemaker Ground Truth** | N/A | N/A | | **Kili** | N/A | N/A | | **Google Cloud AutoML** | N/A | N/A | #### Data Ingestion & Preparation - Low-Code Machine Learning Platforms | Feature | Amazon Sagemaker Ground Truth | Kili | Google Cloud AutoML | |---|---|---|---| | **Automatic Data Profiling & Quality Assessment** | Not enough data | Not enough data | Not enough data | | **Multi‑Source Connector Support** | Not enough data | Not enough data | Not enough data | | **Schema Drift / Change Detection** | Not enough data | Not enough data | Not enough data | #### Model Construction & Automation - Low-Code Machine Learning Platforms | Feature | Amazon Sagemaker Ground Truth | Kili | Google Cloud AutoML | |---|---|---|---| | **Guided Algorithm & Hyperparameter Recommendation** | Not enough data | Not enough data | Not enough data | | **Code Extensibility** | Not enough data | Not enough data | Not enough data | | **Automated Feature Engineering** | Not enough data | Not enough data | Not enough data | --- ## Categories **Unique to Amazon Sagemaker Ground Truth (1):** [Data Labeling Software](https://www.g2.com/categories/data-labeling) **Unique to Kili (5):** [Data Labeling Software](https://www.g2.com/categories/data-labeling), [MLOps Platforms](https://www.g2.com/categories/mlops-platforms), [Image Recognition Software](https://www.g2.com/categories/image-recognition), [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms), [Machine Learning Software](https://www.g2.com/categories/machine-learning) **Unique to Google Cloud AutoML (2):** [Data Science and Machine Learning Platforms](https://www.g2.com/categories/data-science-and-machine-learning-platforms), [ Low-Code Machine Learning Platforms Software](https://www.g2.com/categories/low-code-machine-learning-platforms) --- ## Reviewer Demographics ### By Company Size | Segment | Amazon Sagemaker Ground Truth | Kili | Google Cloud AutoML | |---|---|---|---| | **Small-Business** | 36.8% | 37.0% | 45.5% | | **Mid-Market** | 26.3% | 41.3% | 27.3% | | **Enterprise** | 36.8% | 21.7% | 27.3% | ### By Industry #### Amazon Sagemaker Ground Truth - **Information Technology and Services:** 26.3% - **Computer Software:** 21.1% - **Education Management:** 10.5% - **Medical Practice:** 5.3% - **Market Research:** 5.3% - **Information Services:** 5.3% - **Computer & Network Security:** 5.3% - **Banking:** 5.3% - **Automotive:** 5.3% - **Architecture & Planning:** 5.3% - **Other:** 5.3% #### Kili - **Information Technology and Services:** 41.3% - **Computer Software:** 17.4% - **Environmental Services:** 4.3% - **Marketing and Advertising:** 4.3% - **Research:** 4.3% - **Non-Profit Organization Management:** 2.2% - **Media Production:** 2.2% - **Oil & Energy:** 2.2% - **Internet:** 2.2% - **Online Media:** 2.2% - **Other:** 17.4% #### Google Cloud AutoML - **Research:** 13.6% - **Information Technology and Services:** 13.6% - **Computer Software:** 9.1% - **Accounting:** 4.5% - **Consumer Goods:** 4.5% - **Defense & Space:** 4.5% - **Education Management:** 4.5% - **Entertainment:** 4.5% - **Furniture:** 4.5% - **Higher Education:** 4.5% - **Other:** 31.8% --- ## Alternatives ### Alternatives to Amazon Sagemaker Ground Truth - [SuperAnnotate](https://www.g2.com/products/superannotate/reviews) — 4.9/5 stars (280 reviews) - [Labelbox](https://www.g2.com/products/labelbox/reviews) — 4.5/5 stars (48 reviews) - [Appen](https://www.g2.com/products/appen/reviews) — 4.2/5 stars (35 reviews) - [Clarifai](https://www.g2.com/products/clarifai/reviews) — 4.3/5 stars (66 reviews) - [V7 Darwin](https://www.g2.com/products/v7-darwin/reviews) — 4.7/5 stars (55 reviews) - [Prolific](https://www.g2.com/products/prolific/reviews) — 4.6/5 stars (237 reviews) - [Hive Data](https://www.g2.com/products/hive-data/reviews) — 4.4/5 stars (10 reviews) - [Roboflow](https://www.g2.com/products/roboflow/reviews) — 4.7/5 stars (146 reviews) - [Dataloop](https://www.g2.com/products/dataloop-dataloop/reviews) — 4.4/5 stars (89 reviews) - [Encord](https://www.g2.com/products/encord/reviews) — 4.8/5 stars (65 reviews) ### Alternatives to Kili - [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) — 4.3/5 stars (657 reviews) - [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews) — 4.3/5 stars (798 reviews) - [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews) — 4.3/5 stars (621 reviews) - [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (810 reviews) - [Databricks](https://www.g2.com/products/databricks/reviews) — 4.6/5 stars (782 reviews) - [Snowflake](https://www.g2.com/products/snowflake/reviews) — 4.6/5 stars (754 reviews) - [Spotfire Analytics](https://www.g2.com/products/spotfire-analytics/reviews) — 4.2/5 stars (362 reviews) - [Automation Anywhere Agentic Process Automation](https://www.g2.com/products/automation-anywhere-agentic-process-automation/reviews) — 4.5/5 stars (5561 reviews) - [Demandbase One](https://www.g2.com/products/demandbase-one/reviews) — 4.4/5 stars (1947 reviews) - [Phrase](https://www.g2.com/products/phrase-phrase/reviews) — 4.5/5 stars (1281 reviews) ### Alternatives to Google Cloud AutoML - [Azure Machine Learning](https://www.g2.com/products/microsoft-azure-machine-learning/reviews) — 4.3/5 stars (90 reviews) - [Amazon SageMaker](https://www.g2.com/products/amazon-sagemaker/reviews) — 4.2/5 stars (55 reviews) - [DataRobot](https://www.g2.com/products/datarobot/reviews) — 4.4/5 stars (28 reviews) - [Dataiku](https://www.g2.com/products/dataiku/reviews) — 4.4/5 stars (198 reviews) - [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) — 4.6/5 stars (516 reviews) - [TensorFlow](https://www.g2.com/products/tensorflow/reviews) — 4.5/5 stars (138 reviews) - [Alteryx](https://www.g2.com/products/alteryx/reviews) — 4.6/5 stars (810 reviews) - [H2O](https://www.g2.com/products/h2o/reviews) — 4.5/5 stars (24 reviews) - [MATLAB](https://www.g2.com/products/matlab/reviews) — 4.5/5 stars (770 reviews) - [SAS Enterprise Miner](https://www.g2.com/products/sas-enterprise-miner/reviews) — 4.2/5 stars (193 reviews) --- ## Top Discussions ### Amazon Sagemaker Ground Truth No discussions available for this product. ### Kili No discussions available for this product. ### Google Cloud AutoML No discussions available for this product. --- **Source:** [G2.com](https://www.g2.com) | [Comparison Page](https://www.g2.com/compare/amazon-sagemaker-ground-truth-vs-kili-vs-google-cloud-automl)