COMPANYPROOF · AI COMPANY FACT CHECKING
AI company fact checking, grounded in company records.
Paste an AI-generated company answer and check the facts behind it. CompanyProof identifies the company, examines factual assertions and shows which statements are supported, contradicted or remain unverified.
Check factual accuracy after the answer is generated
A fluent answer can combine a correct company name with an outdated status or a financial figure from a different group. Checking the text as a whole hides those differences. Separate each material company assertion so the result explains which part is reliable.
CompanyProof focuses on company facts. It does not estimate whether a person or an AI wrote the text. The useful question is whether an assertion matches the available company evidence, and whether the source refers to the right entity and time period.
Use source evidence to investigate AI hallucinations
Begin with a company name and jurisdiction, or a registration number if available. Paste the original answer rather than rewriting it first. This preserves dates, negation and context that may affect the meaning of the claim.
Review contradictions against the source record. If evidence is unavailable or the statement cannot be interpreted safely, leave it unverified and investigate further. Missing evidence does not demonstrate that the model invented a claim. A numeric confidence score alone cannot explain the difference.
- Supported: available evidence supports the listed assertion.
- Contradicted: the assertion conflicts with the observed information.
- Unverified: evidence or interpretation is insufficient.
- Stale: a monitored supporting value changed or stopped being returned.
Grounding and verification solve different parts of the workflow
Grounding supplies an AI system with relevant company records while it prepares an answer. Verification checks the claims that appear in the answer. Both need the correct entity, source context and relevant time period. Supplying a document does not ensure every generated statement follows from it.
For an enterprise workflow, place verification before the answer reaches a customer or an operational decision. Keep the original claim, observed value and check time in the evidence ledger. Eligible monitoring can identify later changes so a previously supported statement does not remain in use indefinitely.
Checks and evidence
| Potential error | What to compare | Useful next action |
|---|---|---|
| Wrong company | Name, registration number and country | Confirm the intended entity |
| Outdated status | Observed status and verification time | Correct or review the statement |
| Misstated revenue | Entity, year, currency and scope | Inspect the relevant financial record |
| Unsupported ownership | Available shareholder and group evidence | Record the gap for further review |
Validate your use case.
Review the available countries and fields, inspect the evidence ledger and compare current plans and credit usage. For an enterprise evaluation, send your countries, required fields and representative cases.
Discuss your workflowFREQUENTLY ASKED QUESTIONS
AI company fact checking: your questions answered
What is an AI company fact checker?
It checks factual statements about a company against available company records. CompanyProof separates assertions and presents the evidence and outcome for each listed claim.
Does CompanyProof detect whether text was written by AI?
No. It focuses on the reliability of company information, regardless of whether the text came from an AI model, an email or a research note.
Can I check a ChatGPT company answer?
Yes. Paste the answer into the text checker and provide the company and country if they are missing or ambiguous.
How does this help detect AI hallucinations?
It identifies claims that conflict with company evidence and claims that remain unverified. A contradiction warrants correction or review; missing evidence alone does not prove hallucination.
What information should I include?
Include the original text, the company name and country. A registration number helps resolve ambiguity. Preserve any dates, financial periods and currency in the original claim.
Can the checker verify every sentence?
No. Opinions, predictions, ambiguous statements and facts without sufficient source evidence can remain unverified. Review the result at claim level.
What is AI grounding?
Grounding supplies a model with relevant source information when generating an answer. CompanyProof's company data and agent interfaces can provide company context; verification separately checks supported assertions.
Are source links enough to establish accuracy?
A link is a starting point. Confirm that the source supports the actual statement, covers the right company and uses the relevant date or reporting period.
Can I monitor an answer after publication?
Eligible live claims can be monitored. A change or disappearance of the supporting value can mark the claim stale and trigger a webhook.
Where can I try company fact checking?
Open the homepage text checker. For automated workflows, review the API documentation and test the documented sandbox before using live data.