GTM OpsSaaStr

DAU, WAU and MAU Are the New Lighthouse Metric in B2B + AI. Harvey’s a Great Case Study.

Thursday, May 7, 2026Read original

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“In B2B + AI, engagement is the leading indicator. ARR is the trailing confirmation.”

Key takeaways

Harvey achieved 50% DAU/MAU (vs 10-20% typical B2B) with 12 hours/month per user, driving 6x YoY ARR growth to $190M - proving engagement predicts revenue in AI products
Traditional B2B ignored engagement because annual contracts and high switching costs masked product death for years; AI products with low switching costs make daily usage the primary retention signal
The metric shift from ARR-first to engagement-first represents a fundamental change in B2B SaaS evaluation - companies must now track DAU/MAU/hours-per-user as lighthouse metrics, not vanity metrics

Why this matters for operators: Any B2B company building or buying AI tools needs to rethink success metrics and evaluation criteria

I cover AI×GTM intelligence like this every Wednesday.

AI×GTMHello OperatorVictor's pick

cool thesis and also lots of great links here

Article title suggests contrarian view that AI could positively impact NRR, contrary to fears about AI reducing expansion revenue
References ServiceNow 2026 data and State of Martech 2026 report as potential evidence sources
Includes podcast interview with Tim Sanders from G2, likely discussing market trends and vendor landscape

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GTM OpsThe Verge AIVictor's pick

adding human content in stream for AI is smart

Google is formalizing the 'add Reddit to search' user behavior by integrating social/forum perspectives directly into AI search results
This signals Google's acknowledgment that users trust peer experiences over SEO-optimized content, representing a shift in search authority
For GTM teams, this means community presence and authentic conversations in forums/Reddit become more important for discoverability than traditional SEO tactics

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GTM OpsDemand Gen ReportVictor's pick

analysts are always late, so this is kind of obvious, but it does indicate the rapid maturation of new approaches

Forrester declares 'GTM singularity' moment where AI makes traditional B2B practices (MQLs, gated content, mass email, siloed teams) untenable
Proposes ARC framework: Augmented (AI agents in GTM), Resilient (dynamic vs annual planning), Collaborative (unified customer view across teams)
Contrarian positioning: treat buyer AI agents as members of buying committee, supply them with relevant content rather than gate it

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This analysis was produced using the STEEPWORKS system — the same agents, skills, and knowledge architecture available in the GrowthOS package.