Outcomes are produced by systems.
I'm JD Audena. I help venture firms build research, diligence and knowledge systems, and put AI to work inside them while the firm's people make the calls.
Request a Briefing Request a BriefingHospitality, applied to venture work
A concierge doesn't just hand you a key. They anticipate friction before you feel it.
I started my career in hospitality, where outcomes come from checklists, handoffs and team coordination. Venture runs on the same kind of system: the research, diligence and reporting work behind every decision. I build that work into methods your team keeps, and use AI where it earns its place.
AI supports the work. The firm's people own the decisions and approvals.
Signals Served, my weekly research brief, is the clearest public example of how I work.
The latest brief: Signals Served №036 · November 1 – 7, 2026 · All 36 issues
AI implementation, research and diligence for venture firms
Five places to start. Each one is scoped to a decision your firm is actually making.
AI implementation for venture teams
I build AI-native research and diligence workflows into the process your team already runs, with evidence standards, source traceability and human review designed in from the start.
Example engagement (illustrative)
Make the firm's research process repeatable, with AI doing the first pass.
Possible scope
- Map the recurring inputs, steps and judgment points in one workflow.
- Build and document the AI-assisted method, with evaluation criteria and source traceability.
- Pilot it with the team, then hand over ownership, review practice and training.
Research and thesis development
Source-backed market maps, competitive landscapes and thesis briefs, with the assumptions and open questions made explicit.
Example engagement (illustrative)
Decide where to focus within an emerging market.
Possible scope
- Map the value chain, the market structure and the relevant companies.
- Test the thesis against primary evidence and the strongest counterarguments.
- Deliver a decision brief, the research trail and questions for the next investment discussion.
Diligence and IC preparation
Structured diligence plans, evidence synthesis and memo support that put the key risks and decision questions in front of the team.
Example engagement (illustrative)
Pressure-test the case for a company the team already likes.
Possible scope
- Define the investment questions, the evidence gaps and the diligence priorities.
- Assess the market, competitive position and business model from the materials the firm provides.
- Synthesize the evidence, the unresolved risks and the IC discussion points for the team's review.
Portfolio intelligence
Portfolio update synthesis and market monitoring, so partners see what deserves attention before the next conversation with a founder.
Example engagement (illustrative)
See what deserves attention across the portfolio this quarter.
Possible scope
- Structure what the company updates already say.
- Surface changes, recurring needs and relevant market developments.
- Prepare a partner briefing with evidence links, open questions and follow-ups.
Fund systems and valuation support
The operating systems behind the investment work: platform implementation, data migration and valuation support.
A migration, in four steps
- Inventory and map
- Clean and reconcile
- Test and approve
- Cut over and hand over
Example engagement (illustrative)
Move the firm's data to a new platform, and the team with it.
Possible scope
- Choose and implement a CRM, LP portal or portfolio-reporting platform: requirements, configuration, access and training.
- Migrate investor, entity and transaction data: field mappings, test imports, reconciliation and a planned cutover.
- Support portfolio valuation work with organized inputs and documentation. Valuation decisions stay with the firm's designated professionals.
How an engagement runs
Most engagements start with a fixed-scope project around one decision or workstream, with agreed deliverables and a clear end. Larger work follows from there.
- The briefing. A first conversation about the decision ahead, what the firm already has, and what useful progress would look like.
- The scope. Outputs, access, review points and timing, agreed in writing before any work begins.
- The work. I do the work alongside the team, with review points wherever the firm wants them.
- The handover. Documentation and training, so the method stays with the firm.
Scope, timing, fees and availability come after a first conversation. Engagements are contracted through JDVC Concierge Services LLC.
What stays with the firm
Confidentiality terms, permitted tools and data access are agreed before any work starts. Investment decisions stay with the firm's team. Accounting, valuation decisions, filings, audit and payments stay with the firm's designated professionals.
Request a Briefing
Tell me the decision ahead and what useful progress would look like. A few lines is enough, and I'll reply within three business days.