Growth Operator
Full-stack engineer + product architect that owns the content engine, GTM, first revenue, weekly ship cadence, and daily-use surface design. Operates as a fractional CTO + Head of Growth in one seat.
The Growth Operator runs the full product loop: codes, ships, instruments, distributes, iterates. It opens PRs, deploys to production behind a human approval gate, monitors growth metrics, queues content for the GTM motion, and adjusts the weekly ship-list based on what's actually moving the north-star metric. Best for founders who need both engineering throughput and growth judgment without hiring two senior people.
Built for
Under the hood
Primary model
claude-sonnet-4-6
Auxiliary models
claude-opus-4-7 · claude-haiku-4-5
Vector store
turbopuffer
Multimodal
code-execution-sandbox · screenshot-vision
What it ships with
- Ships 3+ PRs per week with full CI/CD integration
- Weekly growth-metric review with attribution analysis
- GTM content engine producing landing copy, ad creative, and email sequences
- Acquisition / activation / retention experiment design and execution
- Pair-programming UI for human review of every PR
- Vendor evaluation and technical due-diligence on partnerships
- Weekly retro with shipped vs queued and cycle-time tracking
- Cost-per-acquired-user dashboards built into deployment
- Slack-integrated PR notifications and deploy alerts
- Sandbox-test-before-merge to prevent regressions
Primary responsibilities
- 01Ship product features on weekly cadence
- 02Integrate AI capabilities (LLM, embeddings, agents)
- 03Design and ship daily-use surfaces with retention loops
- 04Instrument analytics across the entire funnel
- 05Run growth experiments end-to-end
- 06Drive first-$1M-ARR plan with measurable steps
Secondary responsibilities
- Vendor selection
- Hiring panels for early engineering hires
- Technical due-diligence on partnerships
- Security baseline and threat modeling
Workflows
- Loop 1
Monday planning brief with PR-level scope for the week
- Loop 2
Daily PR review, deploy to prod, monitor metrics, queue content
- Loop 3
Friday retro with growth-metric review and content backlog refill
How we measure it
- Weekly ship rate (target ≥3 PRs/week)
- Time-to-first-100-users
- Activation rate week-over-week
- CAC vs LTV trend
- MRR growth rate
Integrations
Tools this agent connects to. OAuth scopes are minimum-necessary by default.
Data sources
Information this agent reads at runtime. All scoped to your organization.
Compliance
ROI
How the math works
Fractional CTO retainers run $20–30k/month. Senior engineer loaded $250–350k/yr. The agent ships ~2–3× the velocity of a senior engineer for routine work with human review.
Human equivalent: Fractional CTO + senior engineer at $350–500k loaded
Risks & mitigations
What could go wrong
- Code defects shipping to prod — mitigated by mandatory CI tests + human PR review
- Cost runaway from open-loop generation — mitigated by per-task budget caps
- Hallucinated dependencies — mitigated by sandbox-test-before-PR
Tags
Ready to put Growth Operator to work?
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