Wolfia review: pricing, features and alternatives (2026)

The verdict

Wolfia is a security-questionnaire tool first and an RFP tool a distant second, and it is honest about that. If you are the one GRC person answering SIGs and portal assessments for a sales team ten times your size, it is one of the more specific products in this directory: cited answers, a confidence score with a written reason on each one, and a Chrome extension that fills 32 named vendor portals in place. If you are a proposal team writing narrative RFP responses, it is the wrong shape.

Who I’d hand it to: a GRC or customer-trust lead at a software company whose policies already live in Confluence or Google Drive. Who I’d steer elsewhere: a bid team whose week is 80-page narrative proposals, or a company that still needs to get its SOC 2 in the first place.

What Wolfia actually is

Wolfia came out of Y Combinator’s Summer 2022 batch. Its YC profile lists it as founded in 2022 and based in Austin, Texas, with Naren Manoharan (previously an infrastructure engineering lead at Wealthfront) as cofounder and CEO. Its about page names Y Combinator plus Khosla Ventures among its backers, with Twenty Two Ventures and Page One VC listed too. The YC profile shows a team size of five, which may be stale, but it’s a fair hint that you are buying from a small company.

The product is “agents on one knowledge base”. The Questionnaire Agent handles SIG, CAIQ, HECVAT and DDQ files plus portal assessments. A Slack agent answers reps who ask @wolfia mid-deal. The Trust Center publishes your security documents and gates access. A Contract Review Agent gives legal a first pass on DPA redlines by checking each clause against what your policies already commit to. All of them draw from the same corpus, so the answer to “do you encrypt at rest?” is the same whether a buyer asks in a spreadsheet or a rep asks in Slack.

Customer logos on the site include Amplitude and Handshake, both with case studies (Juicebox has one too). Miro and ThoughtSpot appear among the trust-center customers.

How drafting and the knowledge base work

This is where Wolfia is most detailed, and most of the detail is about not making things up.

Ingestion covers the ugly inputs: Excel (multi-tab, hidden sheets filtered), Word including legacy .doc, PDF, PowerPoint, email with nested attachments, and images via OCR. Each format gets its own parser that keeps tables intact, per the platform page. Then Wolfia runs several retrieval strategies in parallel and reranks the results. It generates an answer with citations, and a separate validation pass checks each claim against its source and strips anything ungrounded.

Two rules on the platform page are the kind a security reviewer will appreciate. First, an answer that cites zero facts comes back as “not found”, never as a guess. Second, a certification is never named unless a source states it verbatim, so SOC 2 does not quietly turn into ISO 27001. Every answer also gets a confidence score with a written reason, and only the low-confidence ones are routed to the subject matter expert who owns that topic.

There is no classic Q&A library to curate. Instead, Wolfia syncs live from tools like Confluence, Google Drive, Notion and Drata, and weights newer sources above older ones. When someone edits an answer, Wolfia captures the change, and a weekly cycle turns clusters of edits into rules for future answers. Corrections stick, in other words, which is the whole point of not having a library.

The catch is that sticking takes time. Wolfia’s own Handshake case study says it took three months of feeding the system corrections and authoritative answers before it handled 90% of questionnaire work. Credit to Wolfia for publishing that. Budget for it.

Portals and output

This is Wolfia’s sharpest edge. Its portals page names 32 portals. For 16 of them, including OneTrust and ServiceNow plus Whistic, Wolfia writes answers back through the portal’s own API. Others, such as Coupa and UpGuard, are filled in the page itself. If a portal is not on the list, a generic scan-and-fill pass still tries.

Two details matter for your security team. The extension runs on the portal session you are already signed into, and Wolfia says your portal credentials never touch its servers. It also stops short of submitting: Wolfia fills the fields, and a human reviews and submits. Files come back in their original format, Excel to Excel with answers in the right cells, and Word with formatting intact.

The integration list is long. On the knowledge side it includes Google Drive, Notion, Confluence and SharePoint, plus GitHub and Glean. Deal-flow tools include Salesforce and HubSpot, plus Gong. On the compliance side you get Vanta and Drata, with DocuSign and Ironclad for contracts. Slack is the chat surface. Microsoft Teams is not listed anywhere I read, so Teams-first companies should ask.

Security and compliance posture

Dialing the jokes down here. Wolfia states it is SOC 2 Type II certified, with the report available under NDA through its trust center. The enterprise page also lists EU-U.S. and Swiss-U.S. Data Privacy Framework participation, and the trust center lists a VPAT 2.5 accessibility report. I did not find an ISO 27001 claim.

On architecture, Wolfia describes per-tenant isolation, including a separate knowledge graph per organization. It says your documents are never used to train shared models and that prompts are not stored for training. Wolfia lists enterprise SSO alongside Google and Microsoft OAuth, and its pricing page shows SAML 2.0 via Okta plus SCIM directory sync. Role-based access is enforced on every endpoint, per the enterprise page. The settings mockup on the pricing page also shows audit-log export to your own S3 bucket with seven-year retention.

Residency is US-only. The trust center says processing and storage, AI inference included, run in United States regions only. Primary hosting is AWS. Model inference goes through Anthropic and OpenAI, with OpenRouter as a zero-retention routing layer. Google Vertex AI serves as a fallback, and Azure handles API-based inference with no customer data hosted. That is a longer list of model providers than some security teams like, so read the subprocessor tab line by line.

Pricing and how to buy it

Wolfia does not publish prices. The pricing page says plans scale with questionnaire and contract-review volume rather than headcount, every plan includes unlimited users, and you get a scope and rollout plan on a short call. “Unlimited users” is a real advantage when the people asking questions are dozens of reps in Slack.

Wolfia also publishes a sample order form, which is more candor than most vendors offer. It shows an Enterprise plan with unlimited questionnaires (portal automation included) and unlimited questions under a fair-use clause. It also bundles white-glove implementation with four training sessions, plus 24x7 Slack support. Invoicing is annual on Net 30. The subscription auto-renews for 12-month terms unless you give 30 days’ notice, and renewal fees can rise by up to 10% a year unless your order form says otherwise. Negotiate that clause before you sign, not at renewal.

There is a “Get started for free” button and a self-serve sign-up screen. A July 2025 changelog post described the Trust Center as free to start, with premium tiers coming. The current pricing page does not list a free plan, so confirm what the free sign-up includes today.

Where it falls short

• No published prices. Everything is scoped on a call from your volume.
• Renewal terms favor the vendor. Automatic 12-month renewals with up to 10% yearly uplift, per the public order form.
• A ramp, not a switch. Handshake’s three months of corrections is the honest benchmark for getting to high automation.
• US-only data residency. Fine for most US software companies, a real problem for EU buyers who need local processing.
• RFP narrative is not the focus. RFPs are accepted as an input, but the whole product story is built around security reviews.

Who should shortlist it, and who should skip it

Shortlist Wolfia if:

• You answer security questionnaires weekly, and a good share arrive as OneTrust or ServiceNow portals rather than spreadsheets.
• Your policies already exist and stay current in Confluence or Google Drive.
• You want reps to self-serve security answers in Slack without buying them seats.
• You would like a trust center and DPA first-pass review on the same knowledge base.

Skip it if your main job is persuasive long-form proposals. Skip it too if you need to achieve SOC 2 or ISO 27001, which Wolfia itself says belongs to a GRC platform. And if you have almost no documentation yet, Wolfia’s own alternatives page says there is little for the AI to ground answers on.

How it sits next to its peers

Wolfia vs Loopio. Wolfia shows up in “Loopio alternatives” searches, but these tools solve different problems. Loopio is a library-first response platform that covers RFPs and DDQs as well as security questionnaires. Its tagged, versioned library and multi-step reviews are what big proposal teams rely on. Wolfia skips the library and grounds each answer in live documents, then goes deeper on portals than a general response platform usually does. Pick Loopio if you run a proposal desk with high RFP volume and a content manager. Pick Wolfia if the bottleneck is security reviews and the GRC team is two people.

Wolfia vs 1up. Both answer from your existing knowledge and both live in chat. 1up’s big advantage is that you can start on its free-forever plan, then buy a published plan online, and it supports Slack and Teams alongside Google Chat. Wolfia wins on portal filling and questionnaire volume, since 1up caps questionnaire automations by plan. If you want a cheap, self-serve start, 1up. If questionnaires are a daily firehose, Wolfia.

Wolfia vs Arphie. Arphie is the closer all-rounder: AI-native drafting with sources and confidence scores across RFPs and security questionnaires (DDQs too), aimed at presales teams. Wolfia is narrower and deeper on the security side, with portal API write-back plus a bundled trust center. Presales teams answering both RFPs and security reviews should lean Arphie. A GRC team that never touches RFPs should lean Wolfia.

Wolfia vs AutoRFP.ai. AutoRFP.ai is the accuracy-first tool for writing winning responses in a workflow that is easy to run, built for structured Word and Excel RFPs and DDQs, with flat published pricing from $899/mo and unlimited users. It offers US and EU hosting plus ISO 27001 alongside SOC 2 Type II. It connects to Drata and Vanta instead of bundling a trust center. Wolfia bundles the trust center and contract review, and it is more specialized on portals. If RFPs and DDQs are your main volume, especially in the EU, AutoRFP.ai fits better. If security reviews in portals are the pain, Wolfia does.

What to test in a demo or trial

Wolfia’s own pitch is “test it on your real corpus”, so take them up on it.

1. Connect your real sources (Confluence or Drive) and run a questionnaire from last quarter whose answers you already trust. Compare line by line.
2. Plant a gap. Include questions your docs cannot answer and confirm each comes back as “not found” and routed, not guessed.
3. Open a live portal you actually receive (OneTrust or ServiceNow if you have them) and watch the extension fill it. Check conditional questions.
4. Change a policy upstream and see how long until the next answer reflects it.
5. Read the confidence reasons on ten low-scoring answers. Are they useful, or boilerplate?
6. Get the subprocessor list and SOC 2 report under NDA, and confirm the US-only residency works for your buyers.
7. Redline the order form. Cap the renewal uplift, check the fair-use language on “unlimited”, and ask what the free sign-up includes.

The bottom line: a sharp, security-first questionnaire agent with real portal depth and unusually candid paperwork. Buy it for security reviews, not for proposal writing, and give it a quarter to learn your voice.