CFO firms clean up the financials. Nobody builds the product analytics narrative — the cohort story, the NRR, the investor-grade metrics package. That’s the gap between “we think we have PMF” and “here’s the evidence.” $6,500–$9,500.
60–90 days out from a raise is the right time. Earlier is better than later.
AUDIT → COHORTS → UNIT ECON → Q&A
4–5 weeks · fixed scope · $6,500–$9,500
Four weeks from now
Every metric is calculated with investor-standard methodology. The ARR definition, NRR calculation, and CAC methodology have been challenged and documented. No surprises in the data room.
The cohort chart is clean and correctly formatted. The ARR waterfall breaks down new, expansion, contraction, churn, and reactivation for 18–24 months. Investors who dig find the same figures that were pitched.
The Q&A brief has the 15 hardest metrics questions with pre-written, data-backed answers. No improvisation in a partner meeting. Every question anticipated before the room happens.
THE MERIT SYSTEM
Every metric audited against investor-standard methodology — ARR definition, MRR→ARR calculation, NRR methodology, cohort period definition.
Month-by-month ARR for 18–24 months — new ARR, expansion ARR, contraction ARR, churned ARR, reactivation ARR.
The standard cohort heat map with trend lines — monthly or quarterly cohorts, revenue retained at each period.
Fully loaded CAC (including founder time, CS salaries, tooling) and LTV/payback period by segment.
Investor-grade NRR and GRR using standard methodology, with quarterly trend for 8–12 quarters broken down into component movements.
Activation rate, feature adoption depth, DAU/MAU, time-to-value — with definitions and trend data.
12–20 page PDF consolidating all metrics with definitions, methodology notes, benchmark comparisons, and narrative context.
The 15–20 hardest metrics questions investors ask, with pre-written, data-backed answers drawn from the documents above.
THE TIMELINE
Every existing metric definition challenged against investor-standard methodology. Data sources identified and ingested — CRM, Stripe, analytics platform. ARR waterfall started.
ARR waterfall completed for 18–24 months. Revenue cohort retention table built and formatted. Unit economics model completed with fully loaded CAC and LTV by segment.
NRR and GRR calculated using investor-standard methodology with 8–12 quarters of trend data. Activation and engagement metrics summary produced with definitions and benchmarks.
12–20 page investor-grade metrics summary assembled. Q&A brief produced with 15–20 pre-written answers. Full handover. Optional: Pitchbird deck integration session.
| Before the sprint | After the sprint | |
|---|---|---|
| ARR | One number. No breakdown. Calculated differently each quarter. | Month-by-month waterfall. New, expansion, contraction, churn, reactivation. |
| Cohort chart | Exists somewhere in a Google Sheet that hasn’t been cleaned up. | Clean heat map with trend lines. Correctly formatted. Methodology documented. |
| CAC | Underestimated by 2–4x. Founder time not included. | Fully loaded. Founder time, CS salaries, tooling. Conservative and credible. |
| NRR | Calculated one way. Or three different ways. Or missing. | Investor-grade methodology. 8+ quarters. Component breakdown. |
| Partner meeting | “We’ll follow up on that.” Hesitation under pressure. | Q&A brief in hand. Every question anticipated. Confidence under pressure. |
| Data room | Numbers in the narrative don’t match the appendix. | Consistent across deck, data room, and verbal pitch. Every figure traceable. |
IS THIS YOU?
Why this fits
The metrics exist but they’re not in investor-standard format. NRR was calculated once, inconsistently. The cohort chart is in a Google Sheet. An investor who has seen 200 data rooms will find inconsistencies in 15 minutes. This sprint makes them find none.
What you leave with
You walk into a partner meeting knowing the metrics cold — and ready for every question they’ll ask.
Why this fits
Series B investors go deeper. The unit economics calculation that held at Series A gets challenged. NRR is examined across multiple cohorts, not just the most recent period. This sprint builds the metrics package that survives rigorous due diligence.
What you leave with
You answer the metrics questions before the partner asks — and with a document to back every answer.
Why this fits
Pitchbird builds the deck that gets you in the room. ProductQuant builds the metrics package that keeps you there. Jake produces all 8 deliverables, runs a 90-minute handoff with Pitchbird, and Pitchbird builds the deck using Jake’s metrics as source of truth. The numbers in the narrative match the numbers in the data room.
What you leave with
Combined: $14,000–$20,000. Deck + data room, fully consistent.
THE PROCESS
We assess your data sources, existing metrics definitions, and timeline. You leave knowing whether the sprint fits your raise timeline — and which metrics will require the most work to clean up. No pitch.
Specific deliverables, data access required, timeline, price. If Pitchbird integration is in scope, that’s reflected. Nothing ambiguous. If it’s not the right fit, we’ll say so before you sign.
Metrics audit + data ingestion → ARR waterfall + cohort table + unit economics → NRR/GRR + activation summary → investor metrics doc + Q&A brief. Weekly checkpoint at each phase.
All 8 deliverables delivered. Optional: 90-minute Pitchbird handoff session. Everything owned by you permanently. Data room ready. Q&A brief in your hands before the first partner meeting.
| What’s included | Standalone market rate |
|---|---|
| Metrics audit & definitions register | ~$1,500 |
| ARR waterfall & revenue bridge (18–24 months) | ~$2,500 |
| Revenue cohort retention table | ~$2,000 |
| Unit economics model (fully loaded CAC/LTV) | ~$2,500 |
| NRR & GRR calculation report (8–12 quarters) | ~$2,000 |
| Activation & engagement metrics summary | ~$1,500 |
| Investor-grade metrics summary document (12–20 pages) | ~$2,500 |
| Investor Q&A preparation brief (15–20 questions) | ~$1,500 |
| Sourced separately | ~$16,000 |
| This sprint — one-time, 4 weeks | $6,500–$9,500 |
Combined with Pitchbird deck: $14,000–$20,000. Book a call to discuss scope.
The cost of entering a raise without this: An investor who has seen 200 data rooms will find inconsistencies in 15 minutes that will take three days to explain away. The discovery typically happens in a partner meeting, not a prep call. Metrics that were never properly calculated get challenged at the worst possible moment.
WHO’S DOING THE WORK

Jake McMahon · Founder, ProductQuant
Jake McMahon
8+ years building growth systems inside B2B SaaS · Bachelor’s in Behavioural Psychology · Master’s in Big Data
Eight years as a product leader inside B2B SaaS companies — product manager, growth lead, head of product, from seed-stage to $80M ARR. He kept watching smart teams make the same mistake: good tools, real talent, no system connecting any of it.
ProductQuant is what he’d hire if he were still an operator — rebuilt as a service. Jake builds every model, calculates every metric, and produces every document himself. No junior analysts, no outsourced data work.
What he won’t do:
“Could our CFO or analyst build these models themselves?”
They could build one or two. The ARR waterfall takes a day if the data is clean. The cohort retention analysis takes longer — and the unit economics model requires decisions about what to include, which is where most first attempts go wrong. Building all eight in four weeks, in the sequence that produces a coherent investor narrative, is a different task. The MERIT System is designed for that specific pressure: a raise timeline with limited prep time.
Teams Jake has worked with



A 30-minute call is enough to assess your data sources and identify which metrics will need the most work before your first partner meeting.