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.

2971 of 2971 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 24 of 2971 matching products. Payment is not a sort field.

Martian Model Router
Martian · Model routing
- Unclaimed
- Directory-only
- Not assessed
Martian markets model routing to automatically select cost/quality-optimal models for LLM requests.
No published reviews
Usage-based (supplier-claimed)
MA
Mason Advisory
Mason Advisory · Business-process agents
- Unclaimed
- Directory-only
- Not assessed
GBMason Advisory enables organisations to deliver value through Digital & Technology transformation.
No published reviews
MD
Mastek digital & AI transformation
Mastek · Enterprise copilots
- Unclaimed
- Directory-only
- Not assessed
GBMastek is a digital and cloud transformation partner helping enterprises with AI and digital programmes (UK-listed heritage).
No published reviews
Mastra
Mastra · Multi-agent systems
- Unclaimed
- Directory-only
- Not assessed
Mastra is a TypeScript framework for building AI agents and workflows with tools, memory, and integrations.
No published reviews
Material Security
Material Security · Cybersecurity
- Unclaimed
- Directory-only
- Not assessed
USMaterial Security provides phishing protection, account-takeover prevention, and email DLP for Google Workspace and Microsoft 365.
No published reviews
Enterprise quote (supplier-claimed)
MATLAB Deep Learning Toolbox
MathWorks · Deep-learning platforms
- Unclaimed
- Directory-only
- Not assessed
USMATLAB Deep Learning Toolbox is MathWorks's software product, from The MathWorks, Inc.
No published reviews
Matroid
Matroid · Video analytics
- Unclaimed
- Directory-only
- Not assessed
USMatroid provides computer-vision software to detect objects and events in video without requiring deep CV expertise.
No published reviews
Subscription (supplier-claimed)
Maven AGI
Maven AGI · Business-process agents
- Unclaimed
- Directory-only
- Not assessed
Conversational agent platform delivers exceptional CX at a lower cost.
No published reviews
MC
Mavenoid Copilot
Mavenoid · Agent assist
- Unclaimed
- Directory-only
- Not assessed
SEMavenoid achieves the highest resolution rate in every head-to-head test, combining voice, text, images, and video to handle more complex issues than any other…
No published reviews
Maxim AI
Maxim AI · Evaluation platforms
- Unclaimed
- Directory-only
- Not assessed
The fastest, most resilient, enterprise-grade LLM, MCP, and agent gateway.
No published reviews
MO
MeBeBot One
MeBeBot · HR agents
- Unclaimed
- Directory-only
- Not assessed
Instant HR, IT & Ops answers in Microsoft Teams or Slack.
No published reviews
MedGemma 27B Multimodal
Google · Specialist / domain models
- Unclaimed
- Directory-only
- Not assessed
USGoogle is a US technology company that sells consumer and cloud AI products, including Gemini, Search, and related developer APIs on Google Cloud.
No published reviews
Medius Autonomous AP
Medius · Invoice / AP / AR automation
- Unclaimed
- Directory-only
- Not assessed
SEMedius provides an AP automation software suite that helps midsize and enterprise finance teams control invoice and payment processing and reduce fraud risk.
No published reviews
MeetGeek
MeetGeek · Meeting assistants
- Unclaimed
- Directory-only
- Not assessed
MeetGeek is the AI meeting platform that records, transcribes and summarizes every meeting, then automates the follow-up.
No published reviews
Meltwater Consumer Insights
Meltwater · Brand intelligence
- Unclaimed
- Directory-only
- Not assessed
Turn media monitoring, social listening and AI signals into actionable intelligence with Meltwater.
No published reviews
Mem
Mem · Note-taking
- Unclaimed
- Directory-only
- Not assessed
Mem Agent is your AI chief of staff.
No published reviews
Memgraph Cloud
Memgraph · Knowledge graphs
- Unclaimed
- Directory-only
- Not assessed
Experience high-performance graph computing with Memgraph — the scalable, in-memory graph database solution compatible with Neo4j.
No published reviews
ME
Memrise
Memrise · Language learning
- Unclaimed
- Directory-only
- Not assessed
Memrise is a language learning app for people who have a specific reason to learn.
No published reviews
Mendix
Mendix · Low / no-code AI builders
- Unclaimed
- Directory-only
- Not assessed
Mendix is the fastest and easiest low-code platform.
No published reviews
Mention
Mention · Social listening
- Unclaimed
- Directory-only
- Not assessed
Get the all-in-one media monitoring software that lets you listen to your audience, publish outstanding posts and respond to your customers.
No published reviews
Mercor AI Hiring Platform
Mercor · Recruitment
- Unclaimed
- Directory-only
- Not assessed
Mercor is organizing human intelligence to power the AI economy.
No published reviews
Merlin Agentic Platform
Zycus · Procurement copilots
- Unclaimed
- Directory-only
- Not assessed
Zycus delivers Autonomous Procurement.
No published reviews
MA
Merlin Alchemy
Merlin Search Technologies · eDiscovery
- Unclaimed
- Directory-only
- Not assessed
Merlin Alchemy is Merlin Search Technologies's software product, from Merlin Search Technologies, Inc.
No published reviews
Mesh
Mesh · Performance management
- Unclaimed
- Directory-only
- Not assessed
Mesh helps modern HR teams increase high-performer density through better continuous feedback, habit formation, and manager effectiveness.
No published reviews