Platform

Find the deciding questions you can't prove. Fix each one once.Each one is answered on your site, in AI engines and to buyer agents.

It works beside your AI-visibility tool and your chatbot: they show what AI says about you; RIFF fixes what it says, and shows you the receipt.

The foundation

Refinery

Where every answer gets verified before it goes live.

Build your layer

Turn your docs, decks, and calls into a single verified source of truth. Simulate buyer questions, correct gaps, ship updates. It's what every Explore and Discover answer plugs into.

Document ingestionKnowledge graphBuyer simulationAnswer review

Discover

Answers in AI search — engines can cite them, with a receipt when they do.

Publish verified answers to the questions that decide fit, as pages and a feed engines can read, and check whether ChatGPT, Perplexity, and Claude cite them. Citations are the receipt that it landed.

Verified answer publishing
Citation receipts

See the Discover surface

Explore

Answers on your site — verified before a sales call.

Answer the product, security, and integration questions that block evaluation — on your site, before they become repetitive AE and SE work.

Verified answers on-site
Research sessions & scheduling

See the Explore surface

Agentic Buyer Research

New

The same governed truth, served to buyer agents.

Buyer-side AI agents research over MCP and agent-readable surfaces — your verified answers, source-traced and current, wherever their research happens.

Buyer agents ask your answers over MCP, no key needed
Agent-readable knowledge surfaces

See the agent surface

The loop

Every buyer question exposes the proof they need.

Every approved answer makes the next evaluation easier.

Detect

A buyer asks — on your site, in an AI engine, or through their agent.

Verify

Checked against approved company truth, claim by claim.

Answer — or expose the gap

A verified answer ships; a missing proof becomes a logged gap.

Deploy

To all three surfaces at once.

Measure

Which questions have proof, which don't, and where the answers landed.

Review & improve

Your team approves what ships. The loop tightens.

↺ Returns to the top — every approval tightens the loop

Buyer asks

“Does RIFF work with our SSO setup?”

✓ Verified answer

Pricing

From $1,000/mo for 75 verified answers live. Unlimited seats on every plan. See pricing

See what buyers can already verify about you.

You'll get your buyers' deciding questions, each marked verified or missing.Free, about 2 minutes, no sales call.