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Who we serve ·A · Early-stage

Seed → Series A. Built right.

For founders building AI-native companies, raising their first institutional round, and trying to figure out what their category actually is. The work that sets up everything that comes later.

Stage maturity matrix · self-locate
where most early-stage AI companies actually sit · highlighted = our typical entry point
Pre-seed
Seed
Series A
Series B+
Positioning clarity
FormingOne-line still mutating weekly. ICP unclear.
Sharp 1-lineThree-line repeated by every founder. ICP narrow but defensible.
Memo-grade10-line + market memo. ICP expansion roadmap drafted.
Category-definingOther companies positioning around you. Memo published externally.
Fundraise readiness
Friends & familyAngels, accelerator. No data room.
First institutionalReal metrics pack, model, target list. Ready for paced process.
Competitive AMulti-bidder process viable. Strategic capital optionality.
Growth equity$50M+ rounds. Secondaries available. Multiple lead options.
Eval & tech rigour
Vibes-basedManual spot-checks. No regression suite.
Harness in placeEval coverage 30–50%. Tracked over time.
DD-readyCoverage 60–80%. Drift detection live. Cost model documented.
Acquirer-gradeCoverage 80%+. Multi-vendor. Audited eval lineage.
Team depth
Founders only2–3 people. No senior hires.
First 5–10Senior tech lead in seat. Founder-CEO still on tools.
Org formingVP-level on go-to-market or eng. First-line managers.
Layered orgC-suite formed. Senior leadership outside founders.
  Highlighted column = where Early-stage advisory engagement starts paying back fastest Self-located somewhere off-grid? Worth a 30-min call.

Founder questions, honestly answered.

The questions that come up on every early-stage call. We don't pretend to have universal answers — but we have a view.

Are we ready to raise institutional?

Most teams ask three rounds too early or one round too late. The right time isn't a metric — it's the moment your story compounds with capital. We'll tell you which it is.

Mandate fit · Strategic + Fundraising
Is our positioning actually unique?

Probably not yet. Most pre-Series A AI companies sound like four others in the same deck. We do the work to find the one sentence that's true and only true of you.

Mandate fit · Strategic
How do we price this?

Pricing in early AI is more pricing-the-future than pricing-the-product. We take a position on what the market will pay for in eighteen months, not what your closest analog charges today.

Mandate fit · Strategic
Will our tech survive DD?

Architecture, eval harness, cost model under scale. We've sat on the diligence side. We'll tell you which of your seams are visible to a buyer's CTO.

Mandate fit · Technical

Early-stage call, no pitch deck.

Thirty minutes, confidential. Bring a deck if you have one — but we'd rather hear what you actually think before reading what you wrote.

Book a founder call → Pick a slot →