Ehsan Jahandarpour
API-First DistributionAI/MLPublicbeginner

API-First Distribution Playbook for AI/ML (Public Stage)

Step-by-step api-first distribution playbook for AI/ML companies at Public. Team: 500+ people, budget: $50M+. Implementation steps, KPIs, and expert guidance.

Timeline: 2-4 weeks

Prerequisites

  • ✓ Product-market fit
  • ✓ Analytics infrastructure
  • ✓ Team capacity for 2-4 weeks execution

Step-by-Step Guide

1

Discovery & Audit phase for api first in ai-ml. Focus on understanding the landscape and planning.

2

Strategy Design phase for api first in ai-ml. Focus on understanding the landscape and planning.

3

Initial Implementation phase for api first in ai-ml. Focus on execution and iteration.

4

Measurement Setup phase for api first in ai-ml. Focus on execution and iteration.

5

Optimization Cycle phase for api first in ai-ml. Focus on execution and iteration.

6

Scale & Systematize phase for api first in ai-ml. Focus on execution and iteration.

Expected Outcomes

  • ✓ Validated api-first distribution as channel for AI/ML
  • ✓ Baseline KPIs established
  • ✓ Repeatable process documented

KPIs to Track

  • ● Developer NPS
  • ● Time to First API Call
  • ● API Adoption Rate
  • ● Developer Signups
  • ● Integration Volume

Common Mistakes to Avoid

⚠Scaling before validation
⚠Tracking vanity metrics
⚠Under-investing in measurement

Ehsan's Growth Commentary

After working with 79+ AI/ML companies, the pattern is clear: API-First Distribution at the Public stage requires systematic processes. The teams that win start smaller than they think they should and iterate 3x faster than their competitors.

With 500+ people and $50M+ budget, focus API-First Distribution efforts on the single highest-ROI activity. Do not spread thin across multiple sub-channels. Validate one approach before adding another.

EJ

Ehsan Jahandarpour

AI Growth Strategist & Fractional CMO

Forbes Top 20 Growth Hacker · TEDx Speaker · 716 Academic Citations · Ex-Microsoft · CMO at FirstWave (ASX:FCT) · Forbes Communications Council

Frequently Asked Questions

How long does API-First Distribution take to show results for AI/ML at Public?
Expect initial signals within 2-4 weeks. Pipeline impact takes 2-3 quarters. Track leading indicators weekly.
What budget should a Public AI/ML company allocate to API-First Distribution?
With $50M+ total growth budget, allocate 15-25% to API-First Distribution. Increase based on proven ROI.
What are common API-First Distribution mistakes for AI/ML?
Scaling before validation, tracking vanity metrics, and underestimating the 2-4 weeks timeline.
Can a Public team of 500+ people execute API-First Distribution?
Yes. Focus on highest-impact activities and automate repetitive tasks. Start with one sub-channel.