E/Agent Economy Observatory
IC sample · observed 2026-07-28

Chatbase traction evidence dossier

Public-primary-source screening before private financial and customer diligence.

Evidence verdictcredible reported traction; financial quality unverifiedProceed to private diligence. Do not underwrite on the public metrics alone.

Investment reading

Stripe reports that Chatbase reached $10M ARR in March 2026, three years after launch, with 26 employees. Chatbase markets 10,000+ businesses or brands, a self-serve-to-enterprise product, and hybrid subscription, usage and add-on pricing. Named customer stories describe deployments at Aplazo, Jumia J Force, Thotis Media and Sage.

That supports commercially material reported traction. It does not establish cash collected, GAAP revenue, profitability, gross margin, retention, customer concentration or audited ARR.

Traction truth table

Reported ARR$10M in March 2026

Processor/customer marketing evidence. ARR is a run rate, not cash, profit or audited revenue. [CB-001]

CashUnknown

No total cash, bank balance, processor export or reconciliation in the reviewed set. [CB-029]

ProfitUnknown

No margin, model COGS, CAC, churn or concentration disclosed. [CB-030]

Customers10,000+ marketed

Paid/free split, active window, uniqueness and retention are not supplied. [CB-011]

DeliveryNamed deployments

Jumia reports 50% of support volume handled and 80% resolved without a human. Vendor-hosted, not independently audited. [CB-024–026]

Repeat demandNot reconciled

A Sage quote reports nearly two years of use; no renewal cash, NRR or cohort retention. [CB-020, CB-032]

Recovered revenue$870K reported

Stripe-attributed recovery over three years; not new demand, total revenue or profit. [CB-005–006]

Derived efficiency~$384,615 ARR/employee

$10M ÷ 26. Not labor productivity, margin or profit. [CB-004]

Three red flags

  1. Financial quality: no public cash, GAAP revenue, margin, churn, CAC, concentration or audit support.
  2. Semantic inflation: customer count lacks a paid-active definition; credits are entitlements, not usage; buyer outcomes are not Chatbase revenue.
  3. Source conflict: Stripe's live title says $9M ARR while its headline and body say $10M. The conflict is preserved as CB-033.

Three decisive unknowns

  1. ARR bridge, cash receipts, refunds, gross margin, model COGS and operating profit.
  2. Active paid accounts, enterprise share, concentration, churn, GRR/NRR and cohort retention.
  3. Renewals, expansions and buyer-owned reproduction of vendor-hosted outcome claims.

Mechanism comparables

Intercom Fin$0.99 per outcomeSierraagreed outcome criteriaGorgiasresolution + ticket volumeAgentforce$2/conversation or flex creditsZendeskbase plan + automated resolutions

Reproduce the reading

The ledger contains 39 atomic claims. The manifest binds each material claim to source owner, URL, observation time, short excerpt, evidence dimension and rights note. Private source receipts are hash-bound but not redistributed.

Download claim ledger · CSVOpen sanitized source manifest · JSONChallenge a claim

All figures are reported by the cited source unless marked derived. Stripe and Chatbase pages are marketing/product evidence, not audited statements. Missing disclosure means unknown in this bounded source set, not that a private fact does not exist. Hashes prove file integrity, not authorship or truth. This sample is research support, not investment, legal, accounting or tax advice.