Read every AI claim by asking one question: is this generally available today, in early access, or planned? Generally available means you can use it now under normal support. Early access means limited, changing, and possibly unsupported. Roadmap means nothing you can rely on. Get the status in writing for each feature you value.
What each label usually means
| Label | What to assume |
|---|---|
| Generally available | Released to all customers, supported, documented |
| Early access or beta | Limited audience, may change, may have gaps |
| Preview or pilot | Invitation only, no commitment |
| Roadmap or coming soon | Intent, not a product |
Definitions vary by vendor, so ask what theirs are. In particular, ask whether early access features carry the same data handling terms as generally available ones.
Where status hides
- Slide decks that mix shipped and planned features under one heading.
- Websites that describe a feature in the present tense before it ships.
- Sales conversations where "we are working on it" slides into "we have it".
- Press language like "introducing" without a date.
None of this is unusual, and most of it is not malicious. It is easy for a roadmap item to sound shipped when someone is excited. Your job is to pull the status out.
How to nail it down
- List every capability that influences your decision.
- Ask the vendor to mark each as generally available, early access, or planned.
- Ask for the documentation page and release note for each generally available item.
- For early access, ask what is missing and when it is expected, and agree not to pay for it as if it were finished.
- For roadmap, treat it as zero value in the scoring.
Keep the vendor's reply as an attachment to your decision record. If a later conversation contradicts it, you have the original.
Why this matters legally and reputationally
The SEC's March 2024 actions against two investment advisers for misstatements about AI use show that AI claims can be treated as statements of fact. Your vendor's marketing is theirs to stand behind, but if you repeat a claim in your own materials, you inherit part of the risk. Ask your counsel how to word your own statements; this post is not legal advice.
A fair rule
Credit what is generally available, discount what is early access, and ignore the roadmap when comparing. If an early access feature is a deciding factor, run a trial before you rely on it.
Try it yourself
Click through it at your own pace, or open it full screen.
Look at what the product shows today, and note how it differs from what a slide might promise.
Where Safeguard fits
Safeguard separates generally available capabilities from early access ones in its materials. Ask any vendor, including us, for the same labels.
Quick check
Is early access a bad sign?
No, but price and plan around it as unproven.
What if the vendor will not label features?
Treat unlabeled features as roadmap until you see them work.
Sources
- SEC press release 2024-36, 18 March 2024: https://www.sec.gov/newsroom/press-releases/2024-36
Last reviewed: 19 October 2026.
