Kyle Findlay

Where GTM work is going.

Updated July 2026 · Federal, university, and industry sources · every claim dated and graded · human-verified before publish

Job titles are lagging indicators — twice. Where GTM work went, where it’s going, and what’s left for humans when it does.

GTM is the lens, not the limit — this maps one cluster of a migration running across tech.

SDR / BDRJunior demand genSales opsReactive CSJunior softwareMid-funnel salesAgency recruiting
GTM EngineerRevOps architectForward deployedAI-enablement marketing
Revenue-systems owner?Agent-facing GTM?Proof-based placement?Trust & accountability seats?Forward-deployed / AI implementation?Agent operations?
Compressing Absorbing SDR / BDRJunior demand genSales ops (reporting)Reactive customer success GTM EngineerAccount ExecutiveRevOps architectForward deployed / implementationAI-enablement marketing

Click a flow to open its detail below · thicker line = bigger shift

Compressing next Absorbing Support & CS poolsSDR / junior GTM poolsJunior softwareMarketing execution Forward deployed / implementationGTM Engineer / agent operationsSenior + AI-fluent engineeringAI-enablement marketing

In motion: solid where it starts, dashed where it’s heading. No weights — direction is documented, magnitude isn’t yet.

Today’s seats Where they go? GTM EngineerMid-funnel sellerAccount ExecutiveAgency recruiterSupport & CS poolsJunior software pools Revenue-systems owner?Agent-facing GTM?Proof-based placement?Trust & accountability seats?Forward-deployed / AI implementation?Agent operations?

Direction, not magnitude. The compressing seats are known. The destinations are categories, not titles.

2024–26 · Documented

This wave already happened. It’s documented here because a map you can check is the only kind worth trusting forward.

Read the disagreement
Yale's Budget Lab, tracking CPS data through June 2026, finds no clear economy-wide AI footprint in the labor market. The Economic Innovation Group finds unemployment rose LESS for the most AI-exposed workers (+0.30pp) than the least (+0.94pp) from 2022 to early 2025. The surgical entry-level effect and the flat aggregate are both true — which is why this page maps seats, not the economy. UNIVERSITYINDUSTRY

Flow weight = sourced judgment about magnitude and direction — not measured headcount.

What compresses next →

Sourced. Graded. Checkable.

FEDERALCensus Bureau dataUNIVERSITYStanford, YaleINTL ORGOECDRESEARCH ORGMETRINDUSTRYsurveys & postingsCOMPANY-REPORTEDtheir numbers, flagged
2+ independent sources per claim, on different data types.Every claim dated. Every source named.Disagreement displayed, not buried.Predictions carry the condition that would kill them.

This map is the second deep-dive cluster of the Workforce Transformation Index. The method: public signals, sourced claims, human judgment — the same way I'd run it for a client.

Mapped and built by Kyle Findlay Operator & AI systems builder · SF / CA Email LinkedIn About →