Growth Engineering · Internal
Point the AI we ship to customers inward.
A working backlog of automations that reduce manual effort, accelerate decisions, and raise output quality across GTM, AI Enablement, and Operational Excellence — scoped, piloted, and embedded into BAU.
Hours/week reclaimed
320+
across 8 functions
Avg. cycle-time cut
−42%
pilot → BAU
Teams onboarded
9 of 12
by end of Q2
Stress-test the numbers
Tune adoption, retention, and rates per initiative.
Plan the rollout
Editable timeline · Pilot → Success → BAU with owners.
GTM Excellence
Inbound lead enrichment & routing
SDRs spend ~15 min per MQL stitching firmographics, fit scoring, and territory routing by hand.
ClayClaudeHubSpotSlack
Triage time per MQL
~15 min<1 min
GTM Excellence
Expansion signals engine
CSMs miss expansion windows because product, support, and finance signals live in three tools.
SnowflakeZendeskNetSuiteClaude
Net revenue retention
108%115%
GTM Excellence
Win/loss synthesis
Win/loss insight is anecdotal; themes never reach product or marketing on a regular cadence.
GongHubSpotClaudeLinear
Insight cycle time
QuarterlyWeekly
Backlog · prioritised by RICE
Smaller automations queued behind the headline initiatives.
| Initiative | Pillar | Reach | Impact | Confidence | Effort | RICE |
|---|---|---|---|---|---|---|
| Pipeline hygiene nudges | GTM Excellence | 5 | 3 | 5 | 1 | 75 |
| Quarterly OKR roll-up | Operational Excellence | 5 | 3 | 4 | 1 | 60 |
| Slack-to-ticket triage | Operational Excellence | 4 | 3 | 5 | 1 | 60 |
| Vendor renewal radar | Operational Excellence | 3 | 4 | 5 | 2 | 30 |
| NPS theme miner | GTM Excellence | 4 | 3 | 5 | 2 | 30 |
| Churn save playbooks | GTM Excellence | 4 | 5 | 4 | 3 | 26.7 |
| Security questionnaire autodraft | GTM Excellence | 3 | 4 | 4 | 2 | 24 |
| Dev PR triage bot | AI Enablement | 3 | 3 | 5 | 2 | 22.5 |
| Contract redlining assistant | Operational Excellence | 4 | 4 | 4 | 3 | 21.3 |
| Deal-desk pricing helper | GTM Excellence | 3 | 5 | 3 | 3 | 15 |
Pilot → BAU conversion
Initiatives that survive the 60-day check and are owned by a function lead.
Q1
Q2
Q3
Q4
Pilots Embedded in BAU
Tools onboarded
Each tool ships with a security review, a pilot success metric, and a 60-day ROI check.
- BAUClayGTM enrichment waterfalls
- BAUClaude (org)Internal Credia + drafting
- PilotLangSmithPrompt registry & evals
- PilotGong AIWin/loss synthesis
- EvaluatingVanta AISecurity questionnaires