Nanchs logoNanchs

Let top models be verified for you!

Nanchs automatically scores every AI output on accuracy, policy, and safety — so you can rely on defensible, auditable answers you actually trust.

* Verification scores are advisory and should support, not replace, human review.

  • Enhanced Tools
  • Audit-Ready Logs
  • Fast Verdicts
  • 0% Guesswork
An AI robot verifying and refining model outputs

Model-agnostic — works with any AI system, no rewrites, no vendor lock-in

GPT-4oClaudeLlama 3GeminiMistralCommand RDeepSeekGPT-4oClaudeLlama 3GeminiMistralCommand RDeepSeek
How verification flows

One engine between your AI and every decision

Every response your models generate is intercepted, cross-examined against your sources and policies, and returned with a defensible Nanchs Score — all before your user ever sees it.

LLM outputVerified98/100Nanchs Score
  • Factual accuracy
  • Policy compliance
  • Bias & safety
  • Source traceability
Why it matters

Generative AI is powerful. Unverified, it is a liability.

In banking, healthcare and government, a single confident hallucination can mean a mis-sold product, a compliance breach, or a decision no one can defend. Nanchs closes the gap between what AI can do and what regulated enterprises are allowed to ship.

AI without verification

  • Confident, fluent answers that are quietly wrong
  • No record of why a model said what it said
  • Compliance teams blocking AI rollouts they cannot audit
  • Every new model or vendor reopening the same trust questions

AI verified with Nanchs

  • Independent scoring that flags wrong answers in real time
  • A complete, tamper-evident reason and evidence trail per output
  • Compliance-ready reporting mapped to your policies and controls
  • One model-agnostic layer that works across every provider you use

The verification layer

A defensible system of record for AI outputs

Nanchs sits between your models and your users, checking every response and producing a transparent, auditable verdict.

Real-time scoring

Every output is checked against accuracy, policy, safety, and source standards, returning a verdict in milliseconds.

Automatic policy enforcement

Custom rules block or flag outputs that breach internal policy — no more manual spot checks.

Immutable audit trail

Every assessment creates a timestamped, exportable record for regulators, auditors, and customer review.

Model-agnostic layer

Works with any AI system — GPT-4o, Claude, Llama 3 and more — without rewrites or lock-in.

Bias & safety checks

Detect unsafe, biased, or non-compliant content before it ever reaches your users.

Source traceability

Trace each claim back to its supporting source so answers are verifiable, not just plausible.

Measurable trust, not marketing claims

We wanted to turn a vague, nervous question — "can we actually trust this answer?" — into something your risk, compliance and engineering teams can point to and sign off on.

0–100
Every answer gets one clear trust score
the Nanchs Score, with the reasoning shown right underneath it
<200ms
Typical time to return a full verdict
fast enough to run inline, without your users ever noticing
100%
Of prompts, outputs and scores kept in the audit trail
so you can always show exactly what happened, and why
Any LLM
Works with the models you already use
OpenAI, Anthropic, Google, Meta, Mistral and more — no lock-in

How it works

From model output to defensible verdict

  1. 01

    Connect via drop-in API

    Route model outputs through a single API call or direct integration. No rewrites, deploys in minutes.

  2. 02

    Verify in real time

    Nanchs scores every output on accuracy, policy, safety, and source traceability in under 200ms.

  3. 03

    Enforce & prove compliance

    Block or flag risky outputs automatically, and export an immutable audit trail for any reviewer.

See Nanchs in action

Verify, score, and act — in one live flow

Drop Nanchs into your stack, watch every model output get scored in real time, and get alerted the instant something needs a human.

Integrate Seamlessly

Drop in our API with minimal code.

await nanchs.verify({
  outputId: "out_123",
  content: response
});
10 min setupREST API
Output stream
Live

14:32:15

Based on the Q3 filing, revenue grew 12% year over year...

14:32:18

Quality

Flags

Accuracy9.4
Policy Clear
Sources8.8
Bias Clear
Safety9.7
Hallucination Flagged

Act When It Matters

Immediate alerts with full context.

Review RequiredHallucination

This output was flagged for an unsupported claim. Human review is recommended before it reaches the user.

Output IDout_123
Nanchs Score58
  • Email + Slack
  • You verify, you decide, you act
98Nanchs Score

A single 0–100 trust score, backed by transparent sub-scores for every factor.

The Nanchs Score™

One number that quantifies trust

The Nanchs Score distills a multi-factor assessment into a single, defensible metric — so teams, auditors, and customers instantly understand how much to trust an answer.

  • Factual accuracy99

    Claims cross-checked against trusted evidence.

  • Policy compliance97

    Adherence to your internal and regulatory rules.

  • Bias & safety96

    Screened for unsafe, biased, or harmful content.

  • Source traceability98

    Every claim linked to a verifiable source.

Built for high stakes

Designed for regulated industries

Where a wrong answer carries real consequences, Nanchs provides the accuracy, control, and proof teams need.

Financial services

Verify advice, disclosures, and customer communications against regulatory requirements before they ship.

Healthcare

Catch unsupported clinical claims and enforce safety policy on every AI-generated response.

Public sector

Deliver accurate, accountable AI to citizens with a complete, exportable record of every decision.

“We started Nanchs because ‘trust me, the AI is probably right’ isn't good enough when a wrong answer can cost someone money, their health, or their case. Every output should come with a score you can question — and a trail you can follow.”
Why we built Nanchs
Frequently asked

Everything you need to trust the layer

The questions risk, compliance and engineering leaders ask us most before rolling Nanchs out across their AI estate.

What exactly does Nanchs verify?
Nanchs evaluates every AI output across four dimensions — factual accuracy against your trusted sources, compliance with your written policies, bias and safety risk, and whether every claim can be traced to a citation. These combine into a single Nanchs Score from 0 to 100.
Does Nanchs work with the models we already use?
Yes. Nanchs is completely model-agnostic. It sits between your applications and any LLM — OpenAI, Anthropic, Google, Meta, Mistral, or your own fine-tuned and self-hosted models — so you never get locked into a single provider.
Is it fast enough to run in production?
Verification returns a full verdict in under 200 milliseconds at the median, so Nanchs can run inline with live traffic instead of as a slow offline batch job. You can enforce, warn, or log based on the score without a noticeable delay for end users.
How does Nanchs help with audits and compliance?
Every prompt, output, score, and underlying reason is captured in a tamper-evident audit trail. When a regulator or internal auditor asks why a decision was made, you can produce the exact evidence and reasoning behind each answer.
How long does it take to integrate?
Most teams are scoring live traffic within a day. Nanchs exposes a simple API and drop-in SDKs, and connects to your existing knowledge bases and policy documents as trusted sources without re-architecting your stack.
Where is our data processed and stored?
Nanchs supports EU and regional data residency, encryption in transit and at rest, and single-tenant deployments for regulated customers. Your prompts and outputs are never used to train third-party models.

Make your AI defensible

Deploy the Nanchs verification layer with a drop-in API and start scoring every output today. Private cloud and managed service options available.