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Public story · 2026-07-27 · high
CSM headcount growth stalled in 2022 while forward-deployed engineering roles surged past 1,000%, across legal AI, speech tech, data and foundation models.
Why now: SaaStr's panel tracks the CSM flatline across four full years past its Q2 2022 peak; four unrelated companies confirming the same swap independently is what turns a hiring anecdote into a pattern.
Forward-deployed engineering headcount is up more than 1,000% and still climbing, while customer-success hiring grew 700% through Q2 2022 then flatlined, according to a SaaStr customer-success panel.
That's a four-year stall against a category still compounding, and it's not a fluke. When a product's output changes by the prompt and the day, someone has to debug it inside the customer's workflow, not manage a renewal.
Harvey staffs its legal AI deployments with legal engineers who have 8-10 years of practice experience, working alongside forward-deployed engineers instead of traditional CSMs.
AssemblyAI renamed its customer success team outright, calling the group Forward Deployed Engineers.
Snowflake's top hiring priority is the GTM engineer, a role built by converting marketing ops staff and analysts into technical deployment hands.
OpenAI sells its Presence product through its own FDEs and a short list of GSIs, not a traditional support org.
Four companies, four categories, landed on the same fix independently.
One gap: the panel doesn't say whether this holds outside AI-native software. It also doesn't say whether CSM growth resumes once these tools get easier to configure without an engineer in the room.
A related report on Harvey found the company still runs parts of the old playbook, EBRs and on-site change management, alongside its new legal engineers. That suggests the swap isn't total everywhere.
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Cite the same source (SaaStr (corroborated by The Register on OpenAI Presence and Cloud Substack on Snowflake)); covers closely related ground (similarity 0.77).
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Cite the same source (SaaStr (corroborated by The Register on OpenAI Presence and Cloud Substack on Snowflake)).
Cite the same source (SaaStr (corroborated by The Register on OpenAI Presence and Cloud Substack on Snowflake)).
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Reported by the same outlet (saastr.com); covers closely related ground (similarity 0.68).
Reported by the same outlet (saastr.com); covers closely related ground (similarity 0.68).
Reported by the same outlet (saastr.com); covers closely related ground (similarity 0.68).
Reported by the same outlet (saastr.com); covers closely related ground (similarity 0.68).
Same source domain
Reported by the same outlet (saastr.com).