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Product & Vision · 2026

kodwai

Where developers prove how they work with AI agents, and companies hire for it.

Live
In production
Free
For developers
Built
CLI, Web, API
kodwai
02 / 20

Every company now expects engineers to ship with AI agents. No platform measures that skill, let alone teaches it.

This is the wedge.

kodwai
03 / 20

Two platforms. One skill.

Developer-first. Business-funded.

Developer Platform · Free

Solve real, ticket-sized challenges with Claude Code, Cursor, or Codex, on your own machine. Get scored on how well you direct it. Climb a public leaderboard.

Free for every developer, forever
The audience and the data moat
The top of the funnel

Business Platform · Paid

Interview on deeper, role-specific challenges, or author your own. Watch the real process, not just the answer, then score and compare candidates.

Sold to hiring teams and companies
Where the revenue comes from
Funded by the audience above
FLYWHEELFree developers build the audience and the dataset. That becomes the moat behind the paid hiring product.
kodwai
04 / 20

The Developer Problem

81%
of Big Tech interviewers suspect AI cheating
31% have caught a candidate. The legacy LeetCode interview no longer signals skill. (interviewing.io, 2025)
84%
of developers use or plan to use AI tools
51% use them every day. Directing an agent has become the job. (Stack Overflow survey, 2025)
29%
of developers trust AI output accuracy
The scarce, hireable skill is the human judgment to verify and steer agents. (Stack Overflow, 2025)
kodwai
05 / 20

The Gap

How skill is tested today

Browser IDE, algorithm puzzles
AI banned, or treated as cheating
Memorization under a webcam
A pass or fail with no context
Detached from real engineering

How engineers actually work

Own terminal, real projects
A real agent: Claude Code, Cursor, Codex
Ship by directing the agent well
Decompose, verify, recover, judge
The exact skill Kodwai measures
kodwai
06 / 20

The Developer Platform, Free and Live

kodwai

Pick a challenge, solve it on your own machine with Claude Code, Cursor, or Codex, and submit the session. Kodwai captures every prompt, tool call, and decision, then scores how well you directed the agent. Climb a public leaderboard and build a profile that shows how you engineer, not what you memorized. Fully free.

npx @kodwai/cli challenge <slug> : one command, in your terminal
🎯AI Collaboration Score: Direction, Outcome, Lift across 11 signals
🏆Public leaderboard and a shareable developer profile
Free for every developer. Bring Claude Code, Cursor, or Codex and your own machine.
kodwai
07 / 20

How It Works, Live Today

Three steps. One hour. Complete signal.

01

Pick a challenge

Browse real, ticket-sized problems across nine categories. Filter by difficulty and pick one that looks like the work you actually do.

Curated catalog
02

Run the CLI

Start it in your terminal and choose Claude Code, Cursor, or Codex. Kodwai pulls the problem, starter files, and tests, initializes git, and starts the timer. You solve it for real.

Your machine
03

Get your score

On submit, Kodwai reads your transcript, code, tests, and git history, then returns Direction, Outcome, and Lift with per-signal evidence. Then you are on the leaderboard.

Instant scoring
kodwai
08 / 20

The AI Collaboration Score

Not a pass/fail. A complete picture.

Direction · 6 signals · 50 pts88%
Outcome · 3 signals · 35 pts92%
Lift · 2 signals · 15 pts74%
Overall Score
86
/100
11 signals across three axes. Algorithmic where it can be (tests, code quality, complexity), LLM-judged where it must be (spec precision, verification, decomposition, recovery). Per-signal evidence, exportable.
kodwai
09 / 20

The skill the free platform measures is the skill companies are desperate to hire for. So we sell it to them.

Act II: the business.

kodwai
10 / 20

The Business Platform, Built Today

Hiring, measured.

Interview on deeper, role-specific challenges, or author your own with a custom rubric and time limit. Invite a candidate, they solve on their own machine with Claude Code or Cursor, and you watch the real process live: the prompts, the commits, the tests, the score. Not just the final answer.

🧩Deeper, role-specific challenges, or author your own with a custom rubric
🖥️Live observer dashboard: transcript, file diffs, tool feed, timer, cost
⚖️Dual scoring: AI scorecard plus manual reviewer, side by side
🔐Candidate comparison, team roles, AES-256 keys, HMAC-signed events
kodwai
11 / 20

Market Opportunity

A massive market with an empty quadrant.

TAM
SAM
SOM
TAM~$1.4BCoding and technical assessment software, 2024 (DataIntelo, Verified Market Reports)
SAM$280-420MAI-native assessment: the 20-30% of teams measuring agent skill (Kodwai estimate)
SOM$3-8MYear 2-3 ARR: 150-400 paying teams at $15-25K ACV (target)
GROWTH~12-15% CAGR toward ~$3-4.5B by 2030. Funnel: 36.5M professional developers (SlashData, 2025).
kodwai
12 / 20

Why Now

The signals are loud.

Oct 2025
Meta ships an AI-enabled coding interview
Framed as more representative of the environment its future employees will work in. The biggest employer concedes the premise. (Hello Interview)
2025
AI broke the legacy interview
Cluely raised on 'cheat on everything'; verbatim LeetCode is trivial for AI. Fresh, reasoning-forcing work is the only durable signal. (interviewing.io)
2025-26
Autonomous coding agents went mainstream
Claude Code at a ~$2.5B run rate, authoring ~4% of public GitHub commits; Cursor past $2B ARR. Directing agents is the job. (SemiAnalysis)
2025-26
Incumbents validated the category, stayed in the browser
CodeSignal and HackerRank shipped agentic assessments, but none paired it with a free, terminal-native developer community.
kodwai
13 / 20

Business Model

Recurring revenue. Zero LLM cost.

Developer · the funnel

DeveloperFreeChallenges, score, leaderboard, profile. Forever.
Developer ProFutureCompany-tagged question banks (asked at Amazon, Google, Meta), prep, analytics. The LeetCode Premium model.

Business · the revenue

Starter$60/mo5 seats, 50 sessions. Planned.
Growth$200/mo25 seats, unlimited. The expansion tier. Planned.
EnterpriseCustomSSO, compliance, SLA. Planned.
Economics~85-90%Target gross margin. Companies bring their own API key, so LLM cost to Kodwai is $0. Modeled.
kodwai
14 / 20

From Free Audience to Revenue

Free developers. Paid companies.

Brandand outbound

A trusted, free developer audience gives us reach and credibility. We sell the hiring product to the companies those developers already work at.

Audience first, then enterprise sales
Talentand sourcing

The leaderboard surfaces developers who provably direct agents well. That becomes a vetted talent signal companies pay to access.

Proof of skill becomes a sourcing funnel
Hand-offto assessments

Developers who practice for free get funneled into employer-run interviews on the same engine. The proven LeetCode and HackerRank playbook.

Practice today, get hired tomorrow
Bottom-upadoption

Individual engineers and teams adopt Kodwai, then expand into org-wide paid hiring. The buyer, the company, differs from the free user.

Land with a developer, expand to the org
kodwai
15 / 20

What's Built

Full platform. Shipping today.

CLI
@kodwai/cli on npm · Claude Code Agent SDK
  • npx @kodwai/cli challenge <slug>: one-command launch
  • Captures every prompt, tool call, and file edit via hooks
  • Real-time file and transcript watchers
  • HMAC-SHA256 signed event streaming
  • Auto-installs Claude Code, timer, auto-submit
Web
Next.js 16 · React 19 · Tailwind 4
  • Developer: challenges, leaderboard, profiles, badges
  • Hiring: projects, rubric builder, tool constraints
  • Live observer: transcript, diffs, tool feed, timer
  • Dual scoring and multi-candidate comparison
  • Team management with role-based access
API
FastAPI · Turso (libSQL) · Claude API
  • AI Collaboration Score: 3 axes, 11 signals
  • Full session lifecycle with HMAC webhooks
  • AES-256-GCM encrypted keys, JWT auth
  • Per-session cost tracking via proxy
  • Transactional email via Resend
kodwai
16 / 20

The Path

Now
Free developer platform, live
Next
Grow the community and dataset
Then
B2B hiring revenue

Roadmap

Live
Developers are taking on challenges and getting scored right now, in production
Near term
Grow the free developer community and the agent-collaboration dataset
Then
Monetize the business platform: agent-native interviews sold to companies
Later
Developer Pro: company-tagged question banks and prep, the LeetCode Premium model
kodwai
17 / 20

Team

Built by people who live this problem.

Ege Hakan Karaagac
Ege Hakan Karaagac
Co-Founder & CEO
6 years building scalable backend systems and AI products. Leads product across the full stack: CLI, web app, API, and the AI scoring pipeline.
AccentureAmazonBrandVox AIBilkent University
Dogukan Ertunga Kurnaz
Dogukan Ertunga Kurnaz
Co-Founder & CTO
4 years in DevSecOps, infrastructure security, and automation. Leads Kodwai's cloud infrastructure, CI/CD, and security hardening across all services.
JotformTrendyolBilkent University

A two-person team that shipped the CLI, web app, API, and scoring engine before taking a dollar.

kodwai
18 / 20

Competition

The white space is real.

Own-terminal agentFree dev communityAgent-skill native
HackerRank $221M rev · 26M devs
CodeSignal ~$90M raised
CoderPad ~$18M rev
Codility 12M+ assessments
LeetCode 26M visitors
kodwai

Incumbents capture AI inside their own browser sandbox, and the ones with a community built it for puzzle prep. None pair a real agent in the developer's own terminal with a free developer-led community and hiring monetization. To our knowledge, as of mid-2026, that intersection is empty.

Funding and revenue figures are public reporting, 2024 to 2026.

kodwai
19 / 20

The Agent SDK is public. The moat is the community and the dataset: real, labeled agent-collaboration data that no incumbent can buy.

Category ownership, won in a 12 to 18 month window.

Where developers prove it, and companies hire it.

Developers prove how they build. Companies hire who can. One platform, one skill, the new standard for the AI-coding era.

hakan@kodwai.comkodwai.com
kodwai