Your RFPs don't need more answers.
They need winning ones you can trust. Tribble learns from every approved source your team already trusts, drafts sourced responses with confidence context, and shows reviewers the citation behind each answer.
Drafts are shaped by kickoff call insights and what the prospect said matters most, so responses speak to buyer priorities instead of boilerplate.
Every answer links directly to the source document it was drafted from, giving reviewers evidence they can verify without hunting.
Per-answer confidence scores show reviewers exactly where to focus and which responses are ready to approve.
Tribble checks every answer against the full response so contradictions are flagged before submission.
Static libraries make you search, paste, and hope the answer is current. Tribble reads the question, matches context from your approved sources, and drafts an answer reviewers can verify.
Every answer ships with a confidence score and a direct link to the source document. Reviewers approve sourced answers, not AI guesswork. The consistency checker catches contradictions across your entire response before anyone sees it.
Salesforce, HubSpot, SharePoint, Google Drive, Confluence, Notion, Slack, Teams, Gong, and 40+ other tools. Expert routing sends flagged questions to the right SME via Slack or Teams. Deal context flows from your CRM automatically.
The right model depends on response volume, hours per response, deal size, and how much review work can move from drafting to verification. Run your own numbers below.
| Capability | Tribble | Static RFP library | Legacy response platform |
|---|---|---|---|
| AI draft from knowledge base | ✓ Retrieval from governed sources with citations | Drafting from stored answer content | Drafting from historical answer content |
| Reviewer workflow | Source, confidence, owner, and audit context | Manual review after draft | Manual review after draft |
| Source attribution | ✓ Every answer linked to source doc | Manual reference | Manual reference |
| Confidence scoring | ✓ Per-answer confidence | No | No |
| Internal consistency check | ✓ Cross-answer contradiction detection | No | No |
| Expert routing (Slack/Teams) | ✓ Auto-routes by question type | In-app workflow | Slack, Teams, in-app |
| CRM integration | ✓ Bidirectional (SF, HubSpot) | Connector-dependent | Connector-dependent |
| Learns from completed RFPs | ✓ Continuous learning loop | Library updates require upkeep | Library updates require upkeep |
| Migration approach | Guided setup around your approved sources | Library cleanup and admin-led setup | Library cleanup and admin-led setup |
| SOC 2 Type II | ✓ | ✓ | ✓ |
General-purpose AI is impressive. But RFP response requires something it can't do.
| Tribble | DIY with ChatGPT / Claude | |
|---|---|---|
| Knowledge source | Your approved documents, past wins, SME-verified answers | Whatever you paste into the prompt window |
| Source attribution | ✓ Every answer links to the source document | No. You get an answer with no way to verify where it came from |
| Confidence scoring | ✓ Per-answer confidence score | No. The model is equally confident whether it's right or hallucinating |
| Learns from your wins | ✓ Gets smarter with every completed RFP | No memory between sessions. Starts from zero every time |
| Cross-answer consistency | ✓ Catches contradictions across 200+ answers | No. Question 47 can contradict question 12 and the model won't notice |
| Expert routing | ✓ Flags low-confidence answers to the right SME via Slack | You manually decide who reviews what |
| Compliance audit trail | ✓ SOC 2 Type II, full audit log per answer | Your compliance team cannot sign off on unattributed AI output |
| Format handling | ✓ XLSX, DOCX, PDF, portals. Parses structure automatically | You copy-paste questions one at a time |
| Total cost of ownership | Predictable platform license with guided onboarding | Months of prompt engineering, no audit trail, no consistency, no learning. Your best people become prompt babysitters |
General-purpose AI generates text. Tribble generates winning, sourced, auditable answers that reviewers can verify before the sales team sends them.
The other side of the equation
When a manual response contradicts a prior submission or arrives after the buying window closes, credibility drops before sales gets a chance to recover. The ROI calculator shows the hours saved, but the larger risk is the deal you never get back.
Calculate Your ExposureBring a real RFP. We show you sourced answers from your own content. No prep, no commitment.
SOC 2 Type II · Source citations · SSO/RBAC · Expert routing