// ai-native engineers

One AI-native engineer.
The output of a team.

Senior engineers who deploy AI agents as force multipliers — shipping what traditional teams of 3–4 used to, at half the cost. Built specifically for pre-seed to Series A founders.

Start shipping in 2 weeks →See how it works
3–5× output
·
2-week ramp to first commit
·
50% less than one US senior FTE
// 01 · why_exit_code

Why exit code

Four reasons founders pick us over agencies, freelancers, and slow in-house hiring.

01
Not AI tools. AI teammates.
Our engineers orchestrate AI agents the way a conductor leads an orchestra — architecture, test generation, edge-case detection, and documentation run in parallel while your engineer focuses on what needs senior judgment. The output looks like a team shipped it. The payroll is one.
02
Compress 3 weeks into 3 days.
AI-native workflows turn serial tasks into parallel pipelines. While one agent handles test coverage, another catches edge cases, another writes docs. Your engineer ships the feature that actually matters. Result: features in days, not sprints — and no technical debt swept under the rug.
03
We know your runway is the deadline.
We don't take retainers from enterprises. We embed with pre-seed to Series A founders who need to ship before the window closes. Startup mode isn't a work style at Exit Code — it's the only mode we run.
04
You're not paying for cheap labor. You're paying for leverage.
Our engineers cost less than one US senior FTE and ship more than three. That's not because we cut corners — it's because AI-native workflows change the math on what one engineer can do. The savings are a byproduct. Throughput is the point.
// 02 · how_we_work

How we ship

No process theater. No six-week onboarding. Here's what actually happens.

01Embed in 2 weeksstart shipping in 2 weeks

Your engineer is in your Slack, your repo, and your standups. They read the codebase, ask two questions, and ship. No lengthy knowledge transfer docs. No project manager in the middle.

02AI-augmented execution

Every feature goes through an AI-augmented workflow: requirements parsed, parallel agents spun up for tests, docs, and edge-case detection — with your engineer driving the architecture and owning the output. Faster velocity. Higher quality bar than a traditional team.

03Startup cadence

Weekly syncs, async-first, no overhead. Your engineer treats your fundraising deadline like their own — because early-stage stakes are the only stakes they know.

04Ownership, not tickets

Our engineers don't close tickets. They own outcomes. When something breaks before your investor demo, they're already on it. No escalation chains. No account managers. Just the engineer.

// 03 · how_we_think

How we think

01
Senior judgment, AI leverage
We hire engineers with 8–15 years of battle scars — people who've shipped at scale and know exactly what happens when production breaks at 2am. Then we give them AI as a force multiplier. The instincts are human. The throughput is superhuman.
02
Startup-first, always
We exist for founders at the edge of their runway. Not enterprises looking for managed services. Not agencies that charge for project management. Founders who need to ship before the window closes — that's the only client we know how to serve.
03
Ownership over process
We measure ourselves on what ships to production, not what gets documented. If something breaks, we fix it before you know it's broken. No "that's outside scope." No ticket backlog.
04
No vibe-coding. Ever.
Our engineers use AI to move faster, not to ship faster-looking garbage. Every line of code is reviewed, tested, and owned by a senior engineer who has been burned by technical debt before and will not let it happen to you.
// 03 · team
Dmitry Demidenko
Dmitry Demidenko
Founder & CTO
linkedin →

15 years building engineering organizations inside venture-backed startups. Most recently CTO at getquin — scaled from zero to 40 engineers across 6 teams, through Series B at a $90M valuation. Now applying the same playbook with AI as a force multiplier.

✓0 → 40 engineers, 6 teams, Series B exit
✓Agentic-first engineering org design
✓Advisor to early-stage startups via Start Matter

Tell us what you
need to ship.

Describe what you're building and when you need it live. We'll match you with the right engineer within 48 hours — no commitments, no sales deck.