Truth Layer API
Discovery Lens
C Combination Innovation
Two separate worlds finally connect — and the intersection is a product
One-Liner
A real-time API middleware that sits between any LLM and the end user, adding calibrated confidence scores, source citations, and claim-level verification to every AI output.
Kill Reason
The middleware layer is being eliminated from below — OpenAI, Anthropic, and Google are all building confidence calibration and source citation natively into their models. An independent verification API loses its entire value proposition the moment the underlying LLM providers add these features, which is now a matter of product cycles, not years.
What do you think?
Related ideas you can explore free:
killed: LifeLock, Aura, and NortonLifeLock already offer automated credit freeze, identity monitoring, and breach response services backed by insurance policies and legal teams — an AI-automated version cannot compete on trust, coverage depth, or insurance backing with incumbents that have 15-year head starts, regulatory approvals, and nine-figure marketing budgets.
killed: Transforming documents into structured AI debates is a compelling interaction pattern, but it is a single-prompt advanced AI wrapper with no data flywheel, no user lock-in, and no barrier to Google NotebookLM or Perplexity adding a debate mode in a single product sprint. Without a proprietary content corpus or network effect, this is a feature, not a business.
killed: Microsoft 365 Copilot performs cross-channel triage across Outlook, Teams, and Calendar with deep platform integration that no third-party tool can replicate. The attention routing concept is sound but the moat belongs entirely to the platforms that own the communication channels.