A41 Network · relationship intelligence

Know who matters. And why.

An AI-driven relationship intelligence engine that enriches contact profiles, scores strategic fit, and manages outreach across ventures.

A41 Network · Contacts
DC
Daniel Cooper
Partner · Andreesen Horowitz
A · 87
ResearchedAI / Deep TechSeries A · Pre-seed
Last researched · 2d ago verified
SK
Sarah Kim
Investor · GM Capital
B · 54
AI enrichment
Double Check verification
FitScore & ProjectScore
Outreach sequencing
Database Doctor

How it works

From raw contact to ready-for-outreach, in three steps

1

Import

Scan a business card, drop in a vCard or CSV, or paste a name and LinkedIn URL. Contacts land with provenance attached from the very first save.

2

Enrich & score

AI research fills in roles, companies, bios, and investor theses. A Double Check confirms each identity before it sticks. FitScore and ProjectScore grade strategic fit.

3

Prioritise outreach

Triage by priority, set the next action, and track status from Not started to Won — your pipeline stays sequenced across emails, calls, and notes, not scattered across inboxes.

Research

AI that writes your contact book for you

Research fills in roles, companies, bios, LinkedIn URLs, and investor theses from public sources. Each field carries a provenance tag — Original, AI suggested, Verified, or Unverified — so you can see at a glance which facts are confirmed and which still need review. Manual overrides pin a field; future AI runs never overwrite it, they store a pending suggestion you can accept or dismiss.

  • Per-field provenance tags on every record
  • Manual override pattern — AI never overwrites silently
  • FitScore and ProjectScore distinguish practitioner vs brand expertise
MM

Merone Miltz

Original

Founder · A41 Network

CompanyPositionLinkedInSector focus

Research

ResearchedHigh

Last researched · 2d ago

FitScore · AI / Deep Tech

A · 87verified

Import

Capture every contact, anywhere

Photograph a business card and OCR turns it into a clean contact record on the spot. Drop in a vCard or CSV to bring in hundreds or thousands at once — each one tagged with its source for full provenance. The same intake flow handles web, desktop, and mobile.

  • Business card OCR with automated field extraction
  • vCard and CSV bulk import with source tracking
  • Manual entry reuses the same provenance model
Scan preview3 contacts detected
Daniel Cooper
Partner · Andreesen Horowitz
daniel@a16z.com · +1 (415) 580-9999

OCR detected · review and save

Drop .vcf, .csv, or photo
Hundreds at once · provenance tracked

Pipeline

See your network, run your outreach

Coverage and gap analysis shows which corners of your network are under-researched — then queues them for enrichment in a single click. An outreach pipeline triages every contact by priority, status, and next action, so you can run warm intros and cold pitches from the same surface without dropping either.

  • Coverage bars by venture, role, and sector
  • Outreach pipeline with priority + next action
  • Bulk-queue enrichment for whole segments
Coverage5 gaps queued
Investor96%
Channels & Goals78%
Hospitality48%
Real Estate32%
AI / AI-safety21%
Outreach1 in conversation
DC
Daniel CooperIn conversation
SK
Sarah KimContacted
AT
Alex TanWon
MP
Maya PatelNot started

Data quality

Trust your data — verified, deduped, and audited

Double Check confirms every AI identity. The Database Doctor finds duplicates, orphans, and malformed fields, then remediates non-destructively. Audit-trail entries are written on every score and field change, and chunked, self-verifying writes protect bulk operations even on thousands of records.

Provenance
Original · user enteredAI suggested · reviewVerified · AI + Double CheckUnverified · identity pending
Database Doctor3 fixed · 1 open
Name field contains email shape2 contactsFixed
FitScore references missing category1 rowOpen
Duplicate C-number @ C003422 contactsFixed
Stale pending suggestion (84d)1 contactIgnored

FAQ

Questions, answered

Ready to upgrade your network?

Bring in your contacts, let AI enrich and score them, then run your outreach like a pipeline — all in one place.