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.

10 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 10 of 10 matching products. Payment is not a sort field.

DE
DeepSpeed
Linux Foundation · Cost / token optimisation
- Unclaimed
- Directory-only
- Not assessed
USHelping open technology projects build world class open source software, communities and companies.
No published reviews
Friendli Dedicated Endpoints
FriendliAI · Cost / token optimisation
- Unclaimed
- Directory-only
- Not assessed
FriendliAI is the fastest inference cloud for agents, built to run frontier open-weight models in production at scale.
No published reviews
Helicone Cost Tracking
Helicone · Cost / token optimisation
- Unclaimed
- Directory-only
- Not assessed
USRouting and monitoring for reliable AI apps - the LLMOps platform behind the fastest-growing AI companies.
No published reviews
Inferless
Inferless · Cost / token optimisation
- Unclaimed
- Directory-only
- Not assessed
Blazing fast serverless GPU inference to deploy ML models.
No published reviews
KServe
Linux Foundation · Cost / token optimisation
- Unclaimed
- Directory-only
- Not assessed
USHelping open technology projects build world class open source software, communities and companies.
No published reviews
llm-d
Linux Foundation · Cost / token optimisation
- Unclaimed
- Directory-only
- Not assessed
USHelping open technology projects build world class open source software, communities and companies.
No published reviews
NVIDIA Dynamo
NVIDIA · Cost / token optimisation
- Unclaimed
- Directory-only
- Not assessed
USNVIDIA sells GPUs, CUDA software and AI enterprise stacks used for training and inference.
No published reviews
NVIDIA TensorRT-LLM
NVIDIA · Cost / token optimisation
- Unclaimed
- Directory-only
- Not assessed
USNVIDIA sells GPUs, CUDA software and AI enterprise stacks used for training and inference.
No published reviews
RH
Red Hat AI Inference Server
Red Hat · Cost / token optimisation
- Unclaimed
- Directory-only
- Not assessed
Red Hat is the world’s leading provider of open source solutions, using a community-powered approach to provide reliable and high-performing cloud, virtualizat…
No published reviews
VL
vLLM
Linux Foundation · Cost / token optimisation
- Unclaimed
- Directory-only
- Not assessed
USHelping open technology projects build world class open source software, communities and companies.
No published reviews

General-purpose AI

Search, Research & Knowledge

Agents & Automation

Developer & Engineering

Models & Foundation AI

AI Infrastructure

LLMOps / MLOps

Data & Machine Learning

AI Governance & Assurance

AI Safety & Security

Privacy, Identity & Trust

Documents & Office Productivity

Meetings & Collaboration

Language & Translation

Image & Design

Video, Avatars & Synthetic Media

Voice, Audio & Music

Marketing & Advertising

Social Media

Sales & Revenue

Customer Service & CX

HR & Workforce

Finance & Accounting

Legal & Compliance

Procurement & Supply Chain

Analytics & Decision Intelligence

Personalisation & Recommendations

Accessibility & Assistive AI

Computer Vision

Robotics & Autonomous Systems

Edge AI & Smart Devices

Digital Twins & Simulation

Products