Diagnose whether your problem is distribution, pricing, or PMF — then walk the staged path to $10M ARR.
By Iris Wei (生姜) · ex-COO of AFFiNE (60K+ GitHub stars) · 30× Product Hunt #1
"People like it but revenue isn't growing" is rarely one problem. It's usually a mis-matched motion — a PLG product run with an SLG playbook, or vice versa. This playbook diagnoses the motion by ACV and sales cycle, then walks the 5-stage path from $0 to $10M ARR across 8 documented case studies.
| AI startups consulted on B2B growth | 150+ |
| Case studies with documented outcomes | 8 |
| Average time to PMF (coached companies) | 4–9 months |
| PLG-to-SLG transition success rate | 70%+ when timed right |
| $1M ARR decomposition | 9 × ~$110k accounts, or ~500 × $200/yr subs per $100k |
| Measured B2B paid CPA (LinkedIn, field-tested) | $30 per paying user |
| Fastest enterprise close coached (2024–2026) | $100k deal in 2 months |
| Signup-to-paid bar before scaling (ToC AI / ToB AI) | ≥1.5% / 10-15%+ |
| Proof case: ~6 months of conversion grind (coached ToC product) | 6-8% signup-to-paid, ~$5,000 MRR on ~10,000 users |
| Pre-revenue pricing-page test | Dozens of price inquiries in 2 weeks; ~70% free / 20% personal / 10% team |
Pre-PMF · $0–$100k
Run 10–30 user interviews and confirm the must-have before anything else. Do not buy traffic yet — you'll burn cash faster than you learn.
Early PMF · $100k–$1M
Invest in 1–2 channels deeply rather than spraying. Find the one repeatable acquisition motion and double down before adding a second.
Growth · $1M–$5M
Add affiliate and integration partners; if PLG, layer in sales-assist for the larger accounts that self-serve can't close alone.
Scale · $5M–$10M
Stand up an enterprise team, earn compliance (SOC 2), and accelerate channel partnerships. Split contracts into startup / mid-market / enterprise tiers.
Ecosystem · $10M+
Open a platform and distribute through investors and agencies. Growth now compounds through partners, not just direct sales.
Don't copy a logo's playbook — match the motion to your deal economics. Decide by ACV and sales-cycle length:
| Signal | Motion | Reference |
|---|---|---|
| ACV < $1k/yr AND decision < 1 week | PLG | Vercel, Supabase |
| ACV > $10k/yr AND decision > 1 month | SLG | Snowflake, Databricks |
| In between | PLG-to-SLG hybrid | HeyGen, Deel |
What's the best growth motion for an AI SaaS in 2026 — PLG or SLG?
It depends on ACV and sales cycle. Under $5k ACV with a <30-day cycle → start PLG. Above $20k ACV or a >60-day cycle → you need SLG earlier than you think. The playbook has a decision tree with specific thresholds.
When should I hire my first SDR?
Not before you've closed 20 deals yourself as a founder. If you haven't personally sold it, an SDR can't sell it either. The playbook covers the exact signals to look for first.
How do I build an affiliate channel without it becoming a spam network?
Partner quality > partner quantity. The playbook covers how HeyGen and Deel vetted affiliate partners, set commission structures, and designed co-marketing that drives real revenue.
What's the single most-missed B2B metric?
NRR (net revenue retention). Teams obsess over new ARR while NRR quietly sits below 100% — a leaking bucket. The playbook treats NRR as the primary health metric above raw ARR.
Who built this?
Iris Wei (生姜) — former cofounder/COO of AFFiNE (60K+ GitHub stars, Forbes Asia 30 Under 30). Advised 150+ AI startups on B2B growth, with 8 documented case studies.
What signup-to-paid conversion should an AI SaaS hit before scaling?
At least 1.5% for ToC AI (good products reach 6-8%) and 10-15%+ for ToB — below the bar, paid traffic burns cash at negative ROI. Of 200+ teams that heard this playbook, fewer than 10 executed it; those reached 4-8%+ conversion and raised more smoothly. One coached ToC product hit ~$5,000 MRR on ~10,000 users after 6 quiet months of conversion grinding.
Should I hide pricing until the paid tier is built?
No. Ship a deliberately vague pricing page with a contact form on Day 0. In one documented case it produced dozens of price inquiries within two weeks (~70% community-free / 20% personal / 10% team) — and shifted user questions from 'is this free?' to 'how much?'.
When does PLG stop being enough?
Around $1M ARR. Below it, PLG + organic + light paid marketing works; above it (and for most ToB), you need SLG or local key-account channels. The inbound-heavy pattern — community edition drives search ranking and self-serve trials, deals come inbound — grew Mattermost from ~$100k to ~$1M contracts without a large sales team (founder's self-reported account).