Verified fact vs AI inference
The single rule that decides whether AI-generated account research is usable in front of a customer.
Last updated · Written by the RevSyt team at Meta-Insyt LLC
What is the difference?
A verified fact is a claim that traces to a dated, nameable source. An inference is an interpretation drawn from one or more facts. RevSyt reports both, keeps them visually distinct, and never promotes the second into the first.
Examples
| Verified fact | Inference drawn from it |
|---|---|
| Announced a new regional datacenter in a March newsroom post | Likely re-evaluating backup and recovery capacity this year |
| Three open platform-engineering roles naming a specific orchestration tool | Probably standardising on that platform across teams |
| FY2025 annual report states 4,100 employees | Fits the mid-market band our product is priced for |
| Named a new CIO in January | A vendor review is plausible in the first two quarters of tenure |
The left column can be quoted in an email. The right column belongs in a question.
The standard RevSyt applies
- Attribution before assertion. A factual claim requires a source and a period.
- Gaps are reported, not filled. Missing evidence appears in the missing-signals list.
- Uncertainty gets neutral wording. Where ownership or structure is unclear, the language stays neutral instead of picking a confident version.
- Contradictions are reconciled. A terminated acquisition is not reported as a completed one.
- A low-evidence account scores low. The model is not permitted to compensate with plausible narrative.
How to use each in outbound
- Open with a verified, dated fact. It proves you looked.
- Follow with the consequence you believe it creates — framed as your read, not their reality.
- Ask a question that lets them correct you cheaply.
The same discipline governs this website: RevSyt does not publish statistics, benchmarks, customer results or ratings it cannot substantiate. See the account scoring framework for what the product does and does not claim.
Frequently asked questions
What is the difference between a verified fact and an AI inference?
A verified fact is a claim traceable to a dated source, such as a filing, an official page or a job post. An inference is an interpretation the model draws from one or more facts. Both can be useful; only the first should be quoted as fact.
Why does the distinction matter in sales?
Quoting an inference to a prospect as though it were reported fact costs credibility immediately and is difficult to recover from in the same conversation.
Does RevSyt ever fabricate evidence?
No. When evidence cannot be found, RevSyt reports the gap in its missing-signals list and lets the score fall rather than generating plausible detail.
How should a rep use an inference?
As a discovery question, not a statement. An inference tells you what to ask about on the call.