AI product types
9 product types. Each count is the number of published entries whose AI testing page names that type.
| Product type | What it covers | Entries |
|---|---|---|
| LLM applications | Products built on a large language model: chat assistants, copilots, summarisers, RAG search | 61 |
| AI agents | Systems where a model plans and calls tools or other systems to complete multi-step tasks | 43 |
| Voice AI | Speech-driven assistants, IVR bots and voice agents including speech recognition and synthesis | 17 |
| Computer vision | Models that classify, detect or segment images and video, including OCR | 13 |
| Predictive ML models | Classification, regression, scoring and forecasting models used inside products | 27 |
| Recommender and ranking systems | Models that order items for a user: feeds, search ranking, product recommendations | 11 |
| Generative media | Image, video, audio and music generation models and the products around them | 2 |
| Document AI | Extraction and understanding of documents: intelligent document processing, form parsing, contract analysis | 1 |
| Autonomous and embedded AI | AI in vehicles, robots, drones and devices with safety requirements | 5 |
Coverage: product types by testing service
Each cell counts published entries that state both the product type and the service.
| Product type | LLM output evaluation | RAG pipeline validation | Prompt and model regression testing | Red teaming and adversarial testing | AI security penetration testing | Bias and fairness audit | Compliance and conformity assessment support | ML model validation | Training data and labeling QA | Performance and latency testing | Conversational flow testing | Production monitoring and drift testing |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| LLM applications | 34 | 14 | 14 | 45 | 39 | 25 | 12 | 14 | 10 | 12 | 9 | 18 |
| AI agents | 22 | 13 | 12 | 37 | 25 | 19 | 10 | 13 | 10 | 12 | 9 | 17 |
| Voice AI | 10 | 4 | 5 | 9 | 7 | 11 | 1 | 12 | 9 | 7 | 8 | 7 |
| Computer vision | 7 | 0 | 2 | 6 | 4 | 9 | 2 | 9 | 7 | 6 | 3 | 4 |
| Predictive ML models | 11 | 4 | 7 | 16 | 5 | 24 | 8 | 21 | 17 | 13 | 3 | 19 |
| Recommender and ranking systems | 9 | 3 | 4 | 8 | 3 | 8 | 1 | 8 | 5 | 7 | 5 | 6 |
| Generative media | 2 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 |
| Document AI | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 1 | 1 | 0 | 1 |
| Autonomous and embedded AI | 1 | 0 | 1 | 2 | 1 | 2 | 0 | 4 | 3 | 4 | 2 | 2 |