Where these two products actually stand
Guru began as a card-based knowledge tool, and a lot of comparison content still describes it that way. That description is out of date. Guru now indexes content from connected sources and answers from it directly, stating that it "unifies knowledge from Drive, SharePoint, Slack, Zendesk, Confluence, CRM systems, and more", that "everything retains original permissions", and that "every result comes verified, permission-aware, and backed by clear sources". Its Knowledge Agents automate much of the verification upkeep that the card model used to require by hand.
We previously published a comparison built on the older card-authoring model. It was wrong, and this page has been rewritten. If you are evaluating both products, the honest position is that the architectures have converged, and the remaining differences are commercial and jurisdictional rather than structural.
The differences that hold up
Where the AI processing happens
This is the one that narrows a shortlist fastest in regulated sectors, and it is not a feature comparison. Data residency, choosing which region your data sits in, is not the same as data sovereignty, keeping the processing layer outside the reach of a foreign jurisdiction. The CLOUD Act follows corporate control rather than data location, so a US-headquartered provider carries that exposure regardless of which region it hosts in.
AnswerVault's Enterprise tier runs the AI processing layer, not only stored data, on non-US infrastructure under UK contractual control. Guru publishes no sovereign or non-US deployment option. AnswerVault's standard tiers, Starter, Pro and Business, run on AWS and carry the same CLOUD Act exposure as any US-operated provider, so this distinction applies to the Enterprise tier specifically.
Whether you can see the price
Guru's pricing page no longer lists per-seat rates. It describes a tailored investment based on "your organization's scale, knowledge complexity, and AI maturity" and directs buyers to a sales conversation.
AnswerVault publishes its pricing: a free Starter tier, Pro at £7 per user per month from a 5-user minimum, Business at £14, and Enterprise on application. Signup is self-serve and billing is month to month. For a team that needs to prove value before it can justify a procurement cycle, that difference decides the evaluation before any feature does.
How curation is expressed
Both products let you control what answers can draw on, and both should be tested against your own approval process rather than compared on the label. AnswerVault's model is a governed document set approved by a named subject-matter expert, with sentence-level citations and a per-query audit trail. Guru's model is verification workflows with expert review, now partly automated by its Knowledge Agents. These are genuinely different mechanisms, and which one fits depends on whether your approval authority sits with the document owner or with a knowledge team.
Side-by-side
| AnswerVault | Guru | |
|---|---|---|
| Indexes documents where they already live | ✓ | ✓ |
| Respects source-system permissions | ✓ | ✓ |
| Source citations on every answer | ✓ | ✓ |
| Governed, curated document sets | ✓ | ✓ (verification workflows) |
| Web, Teams, Slack | ✓ | ✓ |
| Published pricing | ✓ | On application |
| Free tier | ✓ | Not published |
| Self-serve signup | ✓ | Sales-led |
| Sovereign (non-US) AI processing | ✓ Enterprise | — |
| Price per user / month | £7 | Not published |
AnswerVault Pro tier. Guru rows reflect Guru's own published product and pricing pages as at 24 September 2026. Guru does not publish per-seat rates, so no figure is shown rather than an estimated one.
When Guru is the right answer
If jurisdiction is not a binding constraint for you and you want a vendor with a long track record in knowledge management, Guru is a credible choice and its verification model is mature. Teams whose knowledge practice is owned by a dedicated knowledge or enablement function, rather than by the document owners themselves, will often find Guru's workflow the closer fit.
AnswerVault is the better fit when a compliance function will not accept a US-controlled AI processing layer, when you need to prove the thing works before you can open a procurement cycle, or when the price has to be visible to get budget approved.
Common objections
"We already have Guru."
Then the question is not whether to replace it but whether it clears your jurisdictional bar. If it does, there may be no reason to move. If it does not, the Enterprise tier is the part of AnswerVault worth evaluating, and the rest of the comparison is secondary.
"Isn't this just a cheaper Guru?"
On price, partly. The substantive difference is the sovereign deployment option, which is an architectural commitment rather than a discount. If you do not need it, price and self-serve signup are the honest reasons to look, and they may or may not be enough.
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