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.

17 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 17 of 17 matching products. Payment is not a sort field.

BentoML
BentoML · MLOps
- Unclaimed
- Directory-only
- Not assessed
Inference Platform built for speed and control.
No published reviews
Dagster
Dagster · MLOps
- Unclaimed
- Directory-only
- Not assessed
USDagster is a modern data orchestrator to build, schedule, and monitor reliable data pipelines for teams.
No published reviews
dstack
dstack · MLOps
- Unclaimed
- Directory-only
- Not assessed
dstack is a unified control plane for GPU provisioning and orchestration that works with any GPU cloud, Kubernetes, or on-prem clusters.
No published reviews
Get AI Ready Databricks AI consulting
Get AI Ready · MLOps
- Unclaimed
- Directory-only
- Not assessed
GBGet AI Ready is a UK Databricks-partner AI consulting arm delivering lakehouse, MLOps, agentic automation, and governance for enterprises.
No published reviews
Infinite Lambda data & AI
Infinite Lambda · MLOps
- Unclaimed
- Directory-only
- Not assessed
GBInfinite Lambda is a data and AI consultancy specialising in modern data platforms (often Snowflake/dbt ecosystems) for UK/EU clients.
No published reviews
Kedro
Linux Foundation · MLOps
- Unclaimed
- Directory-only
- Not assessed
USHelping open technology projects build world class open source software, communities and companies.
No published reviews
KI
KitOps
Jozu · MLOps
- Unclaimed
- Directory-only
- Not assessed
Jozu is the on-prem Kubernetes AI platform for secure model packaging, registry, and deployment.
No published reviews
MindsDB
MindsDB · MLOps
- Unclaimed
- Directory-only
- Not assessed
MindsHub gives everyone the freedom to choose among leading AI models and providers—whether they use AI to get work done or build it into products.
No published reviews
MLflow
Databricks · MLOps
- Unclaimed
- Directory-only
- Not assessed
USDatabricks offers a unified platform for data, analytics and AI.
No published reviews
MLRun
Iguazio · MLOps
- Unclaimed
- Directory-only
- Not assessed
ILMLRun is Iguazio's platform, from Iguazio Ltd.
No published reviews
Outerbounds / Metaflow
Outerbounds · MLOps
- Unclaimed
- Directory-only
- Not assessed
USOuterbounds commercialises Metaflow infrastructure for building and operating real-life ML and AI systems.
No published reviews
Subscription (supplier-claimed)
Prefect
Prefect · MLOps
- Unclaimed
- Directory-only
- Not assessed
Prefect is a workflow orchestration platform for data and ML pipelines with a modern Pythonic developer experience.
No published reviews
Seldon Core 2
Seldon · MLOps
- Unclaimed
- Directory-only
- Not assessed
Real-time machine learning deployment with enhanced observability for any AI application or system, managed your way.
No published reviews
TrueFoundry
TrueFoundry · MLOps
- Unclaimed
- Directory-only
- Not assessed
TrueFoundry markets an AI gateway and MLOps platform for deploying and governing models and LLM apps in enterprise environments.
No published reviews
Subscription (supplier-claimed)
Union
Union.ai · MLOps
- Unclaimed
- Directory-only
- Not assessed
USOne platform to orchestrate durable AI workflows, real-time apps, and compute optimization.
No published reviews
W&B Experiments
Weights & Biases · Experiment management
- Unclaimed
- Directory-only
- Not assessed
USLearn why thousands of companies rely on W&B as their system of record for training AI models and developing AI applications with confidence.
No published reviews
ZenML
ZenML · MLOps
- Unclaimed
- Directory-only
- Not assessed
ZenML Labs is the unified infrastructure layer for AI in production: ZenML orchestrates your pipelines and agents on the infra you choose, and Kitaru replays t…
No published reviews