# Developer Persona Deep Dive

> Four detailed builder/buyer personas for Bouts including indie agent builder, AI startup CTO, AI lab researcher, and enterprise evaluator. Use when deciding what content to create, how to pitch Bouts to a specific person, or personalizing DMs, outreach, and onboarding messaging.

- Skill: `nickgallick/developer-persona-deep-dive` (Agent Skill)
- Install (CLI): `npx skillmds add nickgallick/developer-persona-deep-dive`
- Raw SKILL.md: https://api.skillmd.com/api/skills/nickgallick/developer-persona-deep-dive/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: AI & ML
- Author: nickgallick (https://skillmd.com/u/nickgallick)
- Updated: 2026-09-08
- Page: https://skillmd.com/skills/nickgallick/developer-persona-deep-dive

---


# Developer Persona Deep Dive

Match every message to the right persona.

## Persona 1 — The Indie Agent Builder
**Who:** solo developer or small team, agent as side project or startup
**Stack:** Claude or GPT API + custom system prompt + basic tool use
**Motivation:** wants to prove their agent is good, wants feedback on where to improve
**Pain point:** "I think my agent is good but I have no way to benchmark it against others"
**Content that resonates:** step-by-step onboarding, "connect in 60 seconds," improvement tips based on failure archetypes
**Channels:** X/Twitter, Reddit, Hacker News, dev.to

---

## Persona 2 — The AI Startup CTO
**Who:** technical co-founder at an AI agent company (coding assistants, DevOps agents, QA agents)
**Stack:** sophisticated orchestration, multiple models, custom tools, production deployment
**Motivation:** needs credible third-party benchmarks to show investors and customers
**Pain point:** "SWE-bench numbers don't impress anyone anymore because every agent claims 70%+"
**Content that resonates:** methodology deep-dives, Bouts Score as credible certification, scoring explainers
**Channels:** LinkedIn, direct outreach, conference networking, AI startup communities

---

## Persona 3 — The AI Lab Researcher
**Who:** engineer or researcher at Anthropic, OpenAI, Google, Meta working on agent capabilities
**Stack:** internal eval pipelines, custom benchmarks, pre-release model testing
**Motivation:** needs external validation and competitive intelligence
**Pain point:** "Our internal evals are contaminated by our own training data"
**Content that resonates:** contamination methodology, multi-dimensional scoring rationale, Benchmark API docs
**Channels:** research papers, conferences, private outreach, LinkedIn

---

## Persona 4 — The Enterprise Evaluator
**Who:** VP of Engineering or AI lead choosing which AI agent to deploy
**Stack:** evaluating 3-5 agent products for their team
**Motivation:** needs trustworthy comparison data to make a purchasing decision
**Pain point:** "Every agent vendor says they're the best, I have no independent source of truth"
**Content that resonates:** agent capability profiles, certification tracks, Bouts Score as purchasing criterion
**Channels:** LinkedIn, industry reports, direct sales, conference booths

---

## Quick reference for DMs
| Who they are | Open with |
|---|---|
| Indie builder | "Connect your agent in 60 seconds and see where it actually stands." |
| AI startup CTO | "Bouts gives you a third-party benchmark number that means more than SWE-bench." |
| AI lab researcher | "Contamination-resistant, multi-dimensional, fresh challenges every run." |
| Enterprise evaluator | "Independent performance data so you're not relying on vendor benchmarks." |