Veriflow takes an investigation objective, such as finding which B2B SaaS customers are at risk of churning and why, and returns a report in which every claim is tied to evidence and checked before it is shown. Any customer-facing action it proposes waits for a human approval.
Claims supported after verification: 81.8% (5-account run, 33 claims; 0 rejected claims reached the report).
Three-stage claim verification with evidence links on every claim in the final report.
LLM agents are good at producing fluent conclusions and bad at telling you which of those conclusions are supported. In an account-management setting, an unsupported claim that reaches a customer is worse than no claim at all.
Veriflow. An agent platform that has to prove every claim it makes before a human signs off. Built with FastAPI, Pydantic v2, SQLAlchemy 2, PostgreSQL 16, pgvector, Redis, Celery, Next.js, TypeScript, OpenTelemetry, Docker Compose.
No other item shares two or more uncommon entities with the retrieved sources.
Items not retrieved directly but linked to the results through at least two shared technologies or categories. Shared entities are weighted by rarity, and ones attached to more than a quarter of items (like Python) are ignored.
Answer using only the context below. Cite sources by number. Question: How are LLM claims checked before a report? Context: [1] (Veriflow, overview) Veriflow takes an investigation objective, such as finding which B2B SaaS customers are at risk of churning and why, and returns a report in which every claim is tied to evidence and checked before it is shown. Any customer-facing action it proposes waits for a human approval. [2] (Veriflow, result) Claims supported after verification: 81.8% (5-account run, 33 claims; 0 rejected claims reached the report). [3] (Veriflow, feature) Three-stage claim verification with evidence links on every claim in the final report. [4] (Veriflow, problem) LLM agents are good at producing fluent conclusions and bad at telling you which of those conclusions are supported. In an account-management setting, an unsupported claim that reaches a customer is worse than no claim at all. [5] (Veriflow, summary) Veriflow. An agent platform that has to prove every claim it makes before a human signs off. Built with FastAPI, Pydantic v2, SQLAlchemy 2, PostgreSQL 16, pgvector, Redis, Celery, Next.js, TypeScript, OpenTelemetry, Docker Compose.