Turn your rules into answers you can stand behind

Upload your rules. Get a decision that’s accurate, traceable, and shows the rule behind it.

UnlikelyAI claims capability tracing the rules behind the decision ‘Is this claim covered?’

Turn your rules into answers you can stand behind

Upload your rules. Get a decision that’s accurate, traceable, and shows the rule behind it.

UnlikelyAI claims capability tracing the rules behind the decision ‘Is this claim covered?’

Turn your rules into answers you can stand behind

Upload your rules. Get a decision that’s accurate, traceable, and shows the rule behind it.

UnlikelyAI claims capability tracing the rules behind the decision ‘Is this claim covered?’

Turn your rules into answers you can stand behind

Upload your rules. Get a decision that’s accurate, traceable, and shows the rule behind it.

UnlikelyAI claims capability tracing the rules behind the decision ‘Is this claim covered?’

Turn your rules into answers you can stand behind

Upload your rules. Get a decision that’s accurate, traceable, and shows the rule behind it.

UnlikelyAI claims capability tracing the rules behind the decision ‘Is this claim covered?’
The AI Trust Report 2026: The AI Trust Ceiling

The ceiling

Neural systems always produce errors, it’s a property of how they work. This creates a trust ceiling: the point where adoption stalls because trust isn’t there. The Trust Ceiling has a cost. Teams build excellent workflows that work in testing and then stall in pilot or never make it to production, because no one can fully sign off on an answer they cannot fully explain.

The ceiling

Neural systems always produce errors, it’s a property of how they work. This creates a trust ceiling: the point where adoption stalls because trust isn’t there. The Trust Ceiling has a cost. Teams build excellent workflows that work in testing and then stall in pilot or never make it to production, because no one can fully sign off on an answer they cannot fully explain.

The trust ceiling

Hallucinations

The work moved but the workload didn’t. You check everything anyway.

Hallucinations

The work moved but the workload didn’t. You check everything anyway.

Hallucinations

The work moved but the workload didn’t. You check everything anyway.

Inconsistency

Breaks your controls: same case, different answer on a different day.

Inconsistency

Breaks your controls: same case, different answer on a different day.

Inconsistency

Breaks your controls: same case, different answer on a different day.

Black boxes

Doesn’t satisfy regulators. “The model said so” ends the conversation.

Black boxes

Doesn’t satisfy regulators. “The model said so” ends the conversation.

Black boxes

Doesn’t satisfy regulators. “The model said so” ends the conversation.

UnlikelyAI Platform offers a way to break through the ceiling with a hybrid approach.

AI you can trust changes what your team can do.

UnlikelyAI Platform offers a way to break through the ceiling with a hybrid approach.

AI you can trust changes what your team can do.

UnlikelyAI platform architecture: databases, documents, APIs and live feeds flow through the platform engine to language, vision and multimodal models

You set the rules

Your team reads, edits and approves. Nothing changes without sign-off.

You set the rules

Your team reads, edits and approves. Nothing changes without sign-off.

You set the rules

Your team reads, edits and approves. Nothing changes without sign-off.

Every answer opens

Which rule, which evidence, why. Same case, same answer, every run.

Every answer opens

Which rule, which evidence, why. Same case, same answer, every run.

Every answer opens

Which rule, which evidence, why. Same case, same answer, every run.

Designed to surface uncertainty

Built to flag uncertainty and route it to your people, rather than paper over it with confidence.

Designed to surface uncertainty

Built to flag uncertainty and route it to your people, rather than paper over it with confidence.

Designed to surface uncertainty

Built to flag uncertainty and route it to your people, rather than paper over it with confidence.

Guardrails

Every message checked against your rules, in real time: your rules, made into a private API.

ECP Guardrails

Guardrails

Every message checked against your rules, in real time: your rules, made into a private API.

ECP Guardrails

Proven in production

Built and proven with a tier 1 UK bank: steering and governing live customer conversations to conform to financial advice regulation, with economic crime screening built on the same foundation.

Proven in production

Built and proven with a tier 1 UK bank: steering and governing live customer conversations to conform to financial advice regulation, with economic crime screening built on the same foundation.

Proven in production

Built and proven with a tier 1 UK bank: steering and governing live customer conversations to conform to financial advice regulation, with economic crime screening built on the same foundation.

From your documents to a working capability

Every capability is built from your rules, scoped to your use case, private to you.

From your documents to a working capability

Every capability is built from your rules, scoped to your use case, private to you.

From your documents to a working capability

Every capability is built from your rules, scoped to your use case, private to you.

99.4%

Accuracy on our internal economic crime prevention benchmark, vs 70.3% for the best-performing LLM baseline.

99.4%

Accuracy on our internal economic crime prevention benchmark, vs 70.3% for the best-performing LLM baseline.

1.2s

Average response time for the full targeted support task, vs ~12s for frontier models.

1.2s

Average response time for the full targeted support task, vs ~12s for frontier models.

76.1%

Recall with fewer false triggers, vs a 52.4% baseline.

76.1%

Recall with fewer false triggers, vs a 52.4% baseline.

The four pillars of the platform

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The four pillars of the platform

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Accuracy

Decisions are reasoned over your rules deterministically, correct by construction rather than by probability. 99% precision in production insurance decisioning.

Accuracy

Decisions are reasoned over your rules deterministically, correct by construction rather than by probability. 99% precision in production insurance decisioning.

Accuracy

Decisions are reasoned over your rules deterministically, correct by construction rather than by probability. 99% precision in production insurance decisioning.

Explainability

The explanation is a by-product of how the reasoning works. Every answer traces to the rule and the facts that produced it.

Explainability

The explanation is a by-product of how the reasoning works. Every answer traces to the rule and the facts that produced it.

Explainability

The explanation is a by-product of how the reasoning works. Every answer traces to the rule and the facts that produced it.

Consistency

The same case gives the same answer, every time, guaranteed by architecture. 0% inconsistent answers across evaluation.

Consistency

The same case gives the same answer, every time, guaranteed by architecture. 0% inconsistent answers across evaluation.

Consistency

The same case gives the same answer, every time, guaranteed by architecture. 0% inconsistent answers across evaluation.

Speed

Granular propositions are evaluated by small, fast models, so checking happens at conversation speed. 1.2s average for ECP guardrails, vs ~12s for frontier models.

Speed

Granular propositions are evaluated by small, fast models, so checking happens at conversation speed. 1.2s average for ECP guardrails, vs ~12s for frontier models.

Speed

Granular propositions are evaluated by small, fast models, so checking happens at conversation speed. 1.2s average for ECP guardrails, vs ~12s for frontier models.

When other AI fails, UnlikelyAI performs

When other AI fails, UnlikelyAI performs

When other AI fails, UnlikelyAI performs

When other AI fails, UnlikelyAI performs