Upload. Draft. Review. Submit.
DDQ automation with governed sources
Your operations team shouldn't spend weeks on repetitive due diligence questionnaires.
Tribble drafts source-backed answers from your fund documentation, ADV filings, offering memoranda, and prior DDQs, with every answer carrying a confidence score and a direct link to its source. Your compliance team reviews sourced evidence, not boilerplate.
DDQ Q18: Describe valuation governance, key-person risk, and compliance review controls.
Tribble drafts from fund documentation, ADV language, compliance manuals, and prior DDQs so reviewers can verify the evidence before submission.
DDQ question parsed against investor context
Fund docs, ADV language, and prior DDQs retrieved
Confidence, citations, and compliance owner attached
Reviewer verifies evidence before submission
Responses are shaped by the full investor relationship context, from LP priorities to prior DDQ history, so answers fit the diligence moment.
Every answer cites the fund document, ADV filing, or compliance record it was drafted from, giving compliance the evidence behind the response.
Per-answer confidence scores highlight which answers need compliance review and which are ready for signoff.
Tribble checks the full DDQ package for contradictions before submission, so inconsistencies are caught before LPs see them.
Your reviewers trust sourced answers. Every response ships with a confidence score and a direct link to the fund document. Your CCO reviews sourced evidence, not AI guesswork. The consistency checker catches contradictions across your entire DDQ before anyone sees it.
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.
Tribble handles spreadsheet, document, PDF, and portal-style DDQs by extracting the question structure, drafting from approved fund knowledge, and preserving source citations for compliance review. Expert routing sends uncertain answers to the right reviewer before submission.
The right model depends on DDQ volume, hours per response, review depth, and how much work can move from drafting to verification. Run your own numbers below.
| Capability | Tribble | Static answer 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 |
| Consistency check before submission | ✓ 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) | 20+ native integrations | CRM and cloud storage |
| Learns from completed DDQs | ✓ 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 can draft text, but DDQ teams need source lineage, fund-document context, reviewer routing, and evidence compliance teams can verify.
| 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 | Requires separate review logic to expose source confidence or uncertainty. |
| Learns from your wins | ✓ Gets smarter with every completed DDQ | No memory between sessions. Starts from zero every time |
| Cross-answer consistency | ✓ Catches contradictions across 200+ answers | Requires separate consistency checks across repeated or overlapping questions. |
| 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, answer-level audit history | Unattributed output leaves the review trail for your team to reconstruct. |
| 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, with the audit trail, consistency checks, and learning loop left for your team to manage. |
General-purpose AI generates text. Tribble generates investor-ready, sourced, auditable answers that compliance and operating teams can review with the source trail intact.
The other side of the equation
A response that cites the wrong fund document version sends investors back into diligence mode and forces your team into correction cycles. The ROI calculator shows the time recovered, but the bigger risk is confidence lost at the moment capital is moving.
Calculate Your ExposureRelated Solutions
Book a demo to see how Tribble connects approved fund documentation, drafts cited DDQ answers, and routes expert review.
SOC 2 Type II · Source citations · SSO/RBAC · Expert routing