Pre-Series A operating metrics benchmarks — AI ITSM (May 2026)
Source report: /tmp/pre-series-a-operating-metrics-2026-05-12.md (308 lines).
TL;DR — the structural finding is the disclosure absence
The structural finding is the absence. None of the 8 AI-ITSM competitors (Serval, Atomicwork, Treeline, Edra, STLabs, Console, Ravenna, Risotto) publicly discloses ARR-at-A, NRR, burn multiple, or gross margin.
Headcount-at-A — strongest publicly-defensible peer comparison
| Peer | Round | Amount | Headcount at announce | $/FTE |
|---|---|---|---|---|
| Serval | Series A | $47M | ~8 FTE | $3.1M/FTE |
| Console | Series A | $23M | ~15 FTE | $1.5M/FTE |
| Treeline | Series A | $25M | ~26 corporate FTE | $1.0M/FTE |
| STLabs | Seed | $49M | ~20 FTE | $2.5M/FTE |
AI-ITSM peer band: $1-3M raised per FTE at announce.
ARR-at-A — only Atomicwork data point exists
- Atomicwork 2024 revenue ~$1M (CB Insights aggregator; paywalled; not independently verified).
- No other peer’s ARR-at-A surfaced. None of the 8 peers has set a public ARR-at-A anchor.
Gross margin bands
| Cohort | Gross margin band |
|---|---|
| Treeline-class MSP-rollup | 30-45% |
| Pure software peers | 70-85% (none publish) |
Burn multiple
- <1.5× baseline at Series A (2026 industry data).
- AI-native cohort routinely sub-1.0×.
- ICONIQ $10-20M ARR median: 1.5-2×.
NRR benchmarks
- ICONIQ top-quartile = 123%+ for public B2B.
- 120-130% at $10M+ ARR top-quartile.
- No AI-ITSM peer publishes NRR.
-
120% at Series B is the industry-standard top-quartile forward benchmark.
ACV band
- Serval: ~$30K/yr min.
- Atomicwork: **90K for 1,000-employee deal).
- Risotto: $15K/yr floor.
- AI-ITSM Series A ACV band: 300K mid-market ICP, 2-10× below ServiceNow Enterprise.
Investor conflict map for Series A outreach
| Firm | Conflict status |
|---|---|
| a16z software-AI-ITSM lane | No conflict in software-led lane (Treeline is in a16z’s MSP/services-led lane) |
| Index | No known conflict |
| Insight | No known conflict |
| Bain | No AI-ITSM conflict ^[but BCV separately has Echelon conflict — see bain-capital-ventures] |
| GGV | No known conflict |
| Founders Fund | No known conflict |
| Bessemer | Follower-conflict (Serval Series A follower) |
| Accel | Soft-conflict via Schmidt-IV-ex-Accel + Tenacity-AJ-Tennant-Accel-Venture-Partner exposure |
Honest verification gaps
- ARR-at-A for 7 of 8 peers = no public disclosure.
- Atomicwork 2024 revenue = aggregator-paywalled; not independently verified.
- Serval back-solve to ARR = assumption-dependent (not presented as inferred range per advisor catch).
Related
- cap-table-patterns-across-startup-competitors — investor clean-lane mapping
- sales-cycle-dynamics-2026 — NRR + Vendr medians + champion arc
- pricing-benchmarks-ai-itsm-2026 — ACV anchoring
- vc-sentiment-exit-comparables-2026 — Series A → exit narrative
- founder-operating-playbooks-2026 — IR playbook for board-level reporting
- serval · atomicwork · treeline · console · stlabs · risotto
- Init Intelligence