Forecast before spending
Model the ICP, channel, budget, perk or prize, tracking readiness, expected activation, retained builders, account opportunities, and risk range.
Adoption simulator
Simulate developer-GTM spend before you commit it.
A serious enterprise proposal needs a serious decision loop: forecast which motion should work, run it with tracking, verify actual developer usage, then reallocate budget toward the campaigns, credits, docs, partners, and account actions that produced retained adoption.
- Before
- Forecast
- p10/p50/p90, budget risk, assumptions
- After
- Proof
- usage, retention, accounts, waste avoided
- Decision
- Reallocate
- repeat, cut, change, or expand
Simulation loop
Do not wait until after the campaign to learn it was the wrong one
Enterprise buyers need a visible decision boundary: model the possible outcome before spend, then replace assumptions with source-labeled usage evidence after the program runs.
Run the measured motion
Use tracked docs, starter kits, perks, GitHub proof, product events, CSV/webhook/API imports, CRM context, and source-labeled campaign metadata.
Verify what happened
Separate directional forecast from observed usage, retained cohorts, qualified accounts, product friction, and follow-up actions.
Model boundary
Forecasts are directional until the buyer connects first-party usage, spend, CRM, and retention evidence. The output should show assumptions, confidence, sensitivity drivers, and missing instrumentation instead of pretending forecasted pipeline is guaranteed revenue.
Enterprise workspace
Already available in enterprise workspace and agents
This page explains the decision model. The working planner already lives inside the enterprise workspace where operators compare spend, inspect proof gaps, and let agents turn the scenario into action.
Use the live workspace for real decisions
AI Operators can reason over the scenario, while Campaign ROI ties the same assumptions to usage events, retained builders, account evidence, exports, and proof reports.
Value levers
What the ROI story measures
These are the levers that turn developer community activity into a contract-level business case.
Adoption
Activated developers
Measure who moved from awareness into real usage: docs starts, SDK/API activity, projects, retained sessions, and qualified proof.
Pipeline
Qualified accounts
Map developer intent to company domains and account fit so commercial teams can prioritize real buying committees, not anonymous traffic.
Finance
Campaign payback
Compare events, workshops, credits, content, and launch motions by retained usage and account outcomes.
Model
Free-to-enterprise ROI workflow
- 1
Baseline
Capture current developer traffic, activation rate, retained usage, spend, reporting labor, and account conversion.
- 2
Simulation
Compare possible motions before spend: launch, workshop, credits, partner program, challenge, content, or account follow-up.
- 3
Verification
Tie source, cohort, product usage, retention, and company account evidence to measurable pipeline and budget impact.
- 4
Reallocation
Repeat, cut, or change the next motion based on verified adoption evidence, not event attendance or vanity reach.
Finance inputs
Inputs needed for a credible model
Use these in the first sales call or procurement packet. The numbers should come from the buyer whenever possible.
- Annual DevRel, community, events, content, and sponsorship spend.
- Monthly active developers across docs, SDK, API, community, and product surfaces.
- Baseline activation rate from first touch to first meaningful product action.
- Retained usage rate after 30 days.
- Activated developer to qualified account conversion rate.
- Blended ACV, pipeline conversion rate, and sales cycle timing.
- Cost of missed follow-up, duplicate programs, and campaigns without proof.
- Required support, security, reporting, and integration scope.
Enterprise value model
Paid scope is reviewed with sales and should be tied to retained developer activation, qualified account discovery, campaign waste avoided, reporting automation, and support or integration needs. There is no self-checkout.
Discuss enterprise scopeBuyer baseline
Provided
current spend, activation, retention, and reporting inputs
Forecast
Modeled
assumptions, sensitivity, and p10/p50/p90 stay labeled
Program result
Observed
usage, retention, blockers, and account evidence after the motion
Next action
Recorded
repeat, repair, stop, expand, or route with an owner
What goes into the executive readout
The readout should connect adoption evidence to business outcomes: activated builders, account fit, retained usage, top blockers, campaign performance, next actions, and expected pipeline influence.
Adoption proof and source trail
Revenue actions by account
Product and docs friction
Campaign ROI and waste avoided
Benchmark and competitor context
Recommended next 30 days
Turn adoption proof into a finance-ready business case.
Start with the free company workspace. When private evidence and governed workflows justify paid access, sales reviews the scope and provisions it manually after agreement.