Find AI products backed by evidence

Cards show the product first, then claim status, review evidence or an honest empty state, and assurance depth or “not assessed”. Ranked products appear first by Bayesian review stars only. Bronze/Silver/Gold never sort this list. Open the product catalogue.

12 of 2970 products

Categories filter this directory. They are not a ranked wall, and Bronze/Silver/Gold never sort the list.

General-purpose AI
- General-purpose assistants
- Enterprise copilots
- Enterprise AI chatbots
- Personal assistants
- Multimodal assistants
Search, Research & Knowledge
- AI search engines
- Deep research
- Enterprise search
- Knowledge management
- RAG systems
- Semantic search
- Knowledge graphs
- Research assistants
Agents & Automation
- AI agents
- Agent builders
- Multi-agent systems
- Agent orchestration
- Agent integration / MCP
- Browser agents
- Computer-use agents
- Workflow automation
- RPA
- Business-process agents
Developer & Engineering
- Coding assistants
- Code generation
- Code review
- AI app builders
- Low / no-code AI builders
- AI SDKs
- Software testing
- QA automation
- DevOps assistants
- AI SRE
- AppSec assistants
- Documentation generation
Models & Foundation AI
- LLMs
- SLMs
- Vision models
- Speech models
- Multimodal models
- Embedding models
- Specialist / domain models
- Open-source models
AI Infrastructure
- Model hosting / inference
- AI gateways
- Model routing
- GPU / compute platforms
- Generative-AI infrastructure
- Fine-tuning platforms
- Model training
- Vector databases
- Retrieval infrastructure
LLMOps / MLOps
- LLMOps
- MLOps
- AI observability
- Agent observability
- Evaluation platforms
- Prompt management
- Model monitoring
- Cost / token optimisation
- Experiment management
Data & Machine Learning
- Data science platforms
- AutoML
- Data preparation
- Data labelling
- Active learning
- Synthetic data
- Feature stores
- Data modelling
- Predictive ML
- Deep-learning platforms
AI Governance & Assurance
- AI governance
- Model governance
- AI risk management
- Regulatory compliance
- AI audit
- AI inventory
- Model cards / documentation
- Policy management
- Responsible-AI platforms
AI Safety & Security
- Cybersecurity
- AI security
- AI security posture management
- LLM security
- Prompt-injection protection
- Guardrails
- Red teaming
- AI penetration testing
- Content moderation
- Hallucination detection
- Model / data poisoning detection
Privacy, Identity & Trust
- Privacy-enhancing AI
- DLP
- PII detection / redaction
- Identity verification
- Biometrics
- Fraud detection
- Deepfake detection
- AI-content detection
- Provenance / watermarking
Documents & Office Productivity
- Document AI
- OCR
- Data extraction
- Summarisation
- Writing / editing
- Email assistants
- Office copilots
- Spreadsheet AI
- Presentation generation
- PDF / document processing
- Forms processing
Meetings & Collaboration
- Transcription
- Meeting assistants
- Note-taking
- Meeting intelligence
- Collaboration copilots
- Scheduling assistants
- Workplace communications
Language & Translation
- Translation
- Localisation
- Grammar / editing
- Writing assistants
- Speech translation
- Language learning
- Terminology management
Image & Design
- Image generation
- Image editing
- Graphic design
- Product imagery
- Photo enhancement
- AI illustration
- UI / UX design
- 3D generation
Video, Avatars & Synthetic Media
- AI video generation
- Video editing
- AI avatars
- Lip-sync / dubbing
- Storyboarding
- Animation
- Virtual presenters
- Synthetic-media platforms
Voice, Audio & Music
- Speech recognition
- Text-to-speech
- Voice cloning
- Voice generation
- Audio enhancement
- Podcast production
- Music generation
- Sound generation
Marketing & Advertising
- Marketing copilots
- Marketing agents
- Content marketing
- Advertising optimisation
- Campaign generation
- SEO
- AEO / GEO / search visibility
- Email marketing
- Brand intelligence
- Market research
Social Media
- Social content creation
- Social scheduling
- Social listening
- Trend intelligence
- Influencer tools
- Community management
- Social-media agents
Sales & Revenue
- Sales copilots
- AI SDRs
- Lead generation
- Prospecting
- CRM intelligence
- Revenue intelligence
- Sales forecasting
- Sales coaching / roleplay
- Proposal generation
- Tender / RFP response
Customer Service & CX
- Customer-support agents
- Customer-service chatbots
- Voicebots
- Contact-centre AI
- Agent assist
- Ticket automation
- Sentiment analysis
- Voice of customer
- Customer success
HR & Workforce
- Recruitment
- Candidate screening
- Talent intelligence
- HR agents
- Workforce planning
- Employee copilots
- Learning & development
- Performance management
- Skills intelligence
Finance & Accounting
- Accounting automation
- Bookkeeping
- Financial analysis
- FP&A
- Tax
- Audit
- Expense processing
- Invoice / AP / AR automation
- Credit / risk
Legal & Compliance
- Legal assistants
- Legal research
- Contract analysis
- Contract generation
- eDiscovery
- Regulatory monitoring
- Compliance automation
- Case management
Procurement & Supply Chain
- Procurement copilots
- Supplier intelligence
- Tender analysis
- Spend analysis
- Supply-chain optimisation
- Inventory forecasting
- Logistics optimisation
Analytics & Decision Intelligence
- AI analytics
- BI copilots
- Predictive analytics
- Forecasting
- Decision intelligence
- Optimisation
- Anomaly detection
- Scenario modelling
- Simulation
Personalisation & Recommendations
- Recommendation engines
- Personalisation platforms
- Next-best action
- Dynamic pricing
- Merchandising
- Customer segmentation
Accessibility & Assistive AI
- Accessibility tools
- Captioning
- Screen / vision assistance
- Speech assistance
- Cognitive accessibility
- Assistive communication
Computer Vision
- Image recognition
- Video analytics
- Object detection
- Visual inspection
- Facial recognition
- Remote sensing
- Medical imaging
- Spatial intelligence
Robotics & Autonomous Systems
- Industrial robotics
- Service robotics
- Autonomous vehicles
- Drones
- Warehouse robotics
- Physical AI
- Autonomous control systems
Edge AI & Smart Devices
- Edge inference
- Embedded AI
- IoT AI
- Wearable AI
- Smart-device AI
- On-device assistants
Digital Twins & Simulation
- Digital twins
- Infrastructure modelling
- Industrial simulation
- Synthetic environments
- AI simulation

These directory listings are live and browseable. Search-engine promotion remains paused until launch approval and real verified evidence exist for ranking-eligible suppliers.

Products

Showing 12 of 12 matching products. Payment is not a sort field.

Alteryx Designer Cloud
Alteryx · Data preparation
- Unclaimed
- Directory-only
- Not assessed
USAlteryx Designer Cloud is a cloud data preparation product for building and automating data pipelines.
No published reviews
AS
Amazon SageMaker Data Wrangler
Amazon Web Services · Data preparation
- Unclaimed
- Directory-only
- Not assessed
USAmazon SageMaker Data Wrangler is a visual data preparation tool in Amazon SageMaker AI.
No published reviews
Argilla
Hugging Face · Data preparation
- Unclaimed
- Directory-only
- Not assessed
USHugging Face operates a model hub, inference tooling and collaboration products for machine-learning teams.
No published reviews
Cleanlab Studio
Cleanlab · Data preparation
- Unclaimed
- Directory-only
- Not assessed
USCleanlab helps teams build safer AI agents by preventing incorrect responses from reaching users.
No published reviews
Great Expectations
Great Expectations · Data preparation
- Unclaimed
- Directory-only
- Not assessed
USGreat Expectations is an open-source and commercial data quality framework for validating, documenting, and profiling data.
No published reviews
Hugging Face Datasets
Hugging Face · Data preparation
- Unclaimed
- Directory-only
- Not assessed
USHugging Face operates a model hub, inference tooling and collaboration products for machine-learning teams.
No published reviews
LightlyStudio
Lightly · Data preparation
- Unclaimed
- Directory-only
- Not assessed
Lightly AG sells data-curation and active-learning software for computer-vision datasets.
No published reviews
NN
NVIDIA NeMo Curator
NVIDIA · Data preparation
- Unclaimed
- Directory-only
- Not assessed
USNVIDIA sells GPUs, CUDA software and AI enterprise stacks used for training and inference.
No published reviews
NVIDIA RAPIDS
NVIDIA · Data preparation
- Unclaimed
- Directory-only
- Not assessed
USNVIDIA sells GPUs, CUDA software and AI enterprise stacks used for training and inference.
No published reviews
PR
Privitar
Privitar · Privacy-enhancing AI
- Unclaimed
- Directory-only
- Not assessed
GBPrivitar is a London data-privacy company selling software to de-identify and control the use of sensitive data.
No published reviews
Scale Nucleus
Scale AI · Data preparation
- Unclaimed
- Directory-only
- Not assessed
Scale delivers proven data, evaluations, and outcomes to AI labs, governments, and the Fortune 500.
No published reviews
Snorkel Flow
Snorkel AI · Data preparation
- Unclaimed
- Directory-only
- Not assessed
Snorkel AI builds specialized training data, benchmarks, and evaluation environments that help frontier models and agents perform in high-stakes domains.
No published reviews