Content QA Layer for AI-Generated Copy

Every factual claim sourced and verified.

Publish at the speed of AI, with the confidence to know it's right.

Koality Gate is an API that fact-checks AI-generated content against live authoritative sources before you publish.

Catches stale stats Flags wrong names Verifies every source

Paste content in the dashboard or POST via API.

For developers
Pipe the JSON into your CMS, dashboard, or agent pipeline. Every field is addressable.
POST /v1/verify · response
{
  "confidence": 0.96,
  "output": "Anthropic was founded in 2021 by Dario and Daniela Amodei...",
  "claims": [
    {
      "claim": "Anthropic was founded in 2019",
      "verdict": "INACCURATE",
      "consensus": true,
      "verdicts": {
        "perplexity": "INACCURATE",
        "gpt4o": "INACCURATE"
      },
      "correction": "Anthropic was founded in 2021 by Dario and Daniela Amodei",
      "source": "anthropic.com/company",
      "source_date": "2026-02-18",
      "freshness": "current"
    }
  ]
}
For everyone else
Readable by anyone on your team. No code needed to review the output.
Koality Gate · Audit Report req_8f3c2a1
"Anthropic was founded in 2019 and its flagship model GPT-4 has a 32K token context window."
"Anthropic was founded in 2019" Inaccurate
Correction: Founded in 2021 by Dario and Daniela Amodei
anthropic.com/company 2026-02-18 Current
"GPT-4 has a 32K token context window" Outdated
Correction: GPT-4 Turbo supports a 128K token context window
platform.openai.com/docs 2026-04-03 Current
2 claims corrected · confidence 0.96 · voice preserved

"Why would I trust an AI to check the first AI?"

01

No source means no pass

Every claim needs a real, live, clickable source attached to it before it clears the gate. If we cannot find one in an authoritative place, the claim gets flagged. We do not invent confidence.

02

Sources are tiered and dated

Official company sites, government data, and primary research only. Reddit posts, aggregator sites, and blogs get rejected. Every source comes with a publication date so you can see exactly how fresh each fact is.

03

You see every decision

Every claim, every verdict, every source, every correction comes back in the output. Your team can inspect and override anything. We cut review time down, we do not cut your team out.

How it works.

01
Claim extraction
Every number, name, date, attribution, and product claim gets pulled out of your content individually.
02
Live source verification
Each claim gets checked against live web sources. We only accept authoritative sources. Official sites, government data, and primary research. Reddit, blogs, and aggregators are rejected.
03
Freshness check
Source dates get checked against the claim type. A pricing claim sourced from 2 years ago gets flagged. A leadership name from 8 months ago gets flagged. Old facts get caught before they ship.
04
Revise and preserve voice
Wrong claims get corrected using the sources we found. AI writing patterns get stripped out. Your tone and voice stay exactly as they were.
05
Output
Clean corrected copy plus a full claim-by-claim audit trail. JSON for your pipeline or a readable report for your team.

How involved do you want to be?

Hands off

Fully automated

The gate decides. Wrong claims get corrected. Unverifiable claims get cut or rewritten in neutral phrasing. Output is ready to publish, no manual review required.

Default

Selective review

The gate handles claims with clear verdicts automatically. Anything genuinely uncertain or unsourced gets flagged for you to decide. Most teams run it this way.

Manual review

Full editorial control

Every flagged claim goes to your queue. You review the source, the verdict, and the proposed correction. Nothing changes until you approve. For high-stakes content where every word matters.

Each mode works whether you submit via the UI or the API, and whether you want JSON or a readable report.

Built for teams that publish.

01

Content agencies

Ship AI-assisted content for clients without betting your reputation on every stat. Every draft passes the gate before delivery.

02

SaaS content teams

Scale your publishing without scaling your review process. Quality gets enforced before anything goes live, not after a reader catches something.

03

Developers and platforms

One POST request. JSON back. Slots into any pipeline, CMS, or agent workflow without rearchitecting anything.

04

Thought leadership teams

High volume publishing means errors compound. A wrong executive name, an outdated stat, a claim with no backing. The gate finds those before your audience does.

Get early access.

If a wrong stat, an outdated number, or an unsourced claim is a liability for your team, get on the list. Founding pricing is locked for everyone who signs up now.

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