Early access — Progenix is launching soon. Join the waitlist →

AI agent platform for startups · 2026

The best AI agent platform for startups isn't a coding assistant.

Devin, CrewAI, and OpenHands are excellent at engineering. But shipping code isn't shipping a business. Progenix is a full AI team — engineering, marketing, R&D, and legal in one platform. Here's the honest comparison.

Join the WaitlistSee the full comparison

Limited early access · No credit card · Launch pricing locked in for waitlist members

departments covered
ProgenixDevinCrewAIOpenH.
Engineering
Marketing
R&D
Legal
Design
Finance
9 depts staffed vs 1–2full matrix →

Who each platform is for

Progenix

Early access

Founders & lean teams who need the whole company — code, content, research, legal — not just an engineer.

Devin

Available today

Teams that want the strongest autonomous coding agent and nothing else. Compute-unit pricing.

CrewAI

Available today

Developers who want to build and maintain custom multi-agent workflows themselves.

OpenHands

Available today

Open-source fans who want a self-hosted coding agent with no vendor lock-in.

The full comparison

One team vs one function

Every platform below is genuinely good at engineering. The difference is everything a startup needs after the code is written.

Progenixfull team
Devin
CrewAI
OpenHands
Departments covered

Autonomous coding agents

CrewAI is a framework — you build and maintain the agents yourself.

Code review & QA agents

Marketing & content agents

SEO agents

R&D / market research agents

Legal & compliance agents

Brand & design agents

Ops / incident-response agents

Finance / runway agent

Platform

Pre-built team — zero agent-building

24 agents
1 agent
1 agent

Opportunity discovery & validation

Multi-agent orchestration

Cost budgets & per-agent attribution

CrewAI licensing excludes LLM API costs — total spend is untracked by the platform.

GitHub PR workflow

Auto-deploy pipeline

Execution traces & replay

Self-hosted / open source

OpenHands is MIT-licensed; CrewAI has an open-source core. Progenix offers on-premise on Enterprise plans at launch.

Available today

Early access
GA
GA
GA
The system around the agents

Model-agnostic — any provider, incl. DeepSeek

Progenix routes across Claude, GPT, NVIDIA NIM, GitHub Models, DeepSeek & Qwen and auto-adopts new models. Every workspace picks its own models. Devin is locked to Cognition's own model.

Runs free on NVIDIA NIM / GitHub Models

Bring your own API key (DeepSeek, Anthropic, OpenAI)

Plug your own provider keys into Progenix and pay the provider directly at cost — or start on the free NVIDIA NIM endpoints with no key at all.

Auto cost-tier model routing

Verifies the app actually runs (not just builds)

Boots the app, checks routes/features exist, runs acceptance gates that assert real effects, and verifies the deploy per project.

Self-heals failed work (auto error→fix)

Agent memory across tasks & projects

Improves itself, evidence-gated

Nightly regression suite + an evolution loop whose safety thresholds are locked in source — it can't relax its own guardrails.

Yes Partial / DIY Not coveredCompetitor data from public pricing & product pages, July 2026. Spot an error?

Under the hood

Not a prompt. A system.

Prompt tools hand you output and hope it works. Progenix is the machinery around the agents — model routing, verification, self-healing, budgets, memory — that makes the output actually ship.

01

Your models, your choice — free or your own key

Every workspace picks its own models. Start free on NVIDIA NIM with no API key at all, or bring your own key for DeepSeek, Anthropic or OpenAI and pay the provider directly. Progenix routes each job to the right cost tier automatically and picks up new models as they ship — no lock-in to one vendor's API.

02

Even open models finish the job

We've had DeepSeek complete an entire project end-to-end. The system around the model — contracts, acceptance gates, self-healing — carries a cheaper model to a working result, so quality isn't hostage to one frontier API.

03

It verifies the work actually runs

Progenix doesn't stop at “the build passed.” It boots the app, checks routes and features exist, runs acceptance gates that assert real effects, and verifies the deploy — discovered per project, not hardcoded.

04

It heals itself

When something fails, an error→fix loop clusters the failures and dispatches repairs through the same critic, review and verification pipeline. Broken output gets caught and fixed — not shipped.

05

It gets better over time

Agents keep memory of your projects and preferences. A nightly canonical suite catches regressions, and an evidence-gated evolution loop lets the platform improve — with safety thresholds locked in source so it can't loosen its own guardrails.

06

Real cost governance

Per-agent and per-project budgets with hard ceilings, cost attribution by agent, model and project, and anomaly detection. You see and cap exactly what every agent spends — something a prompt has no concept of.

Runs onNVIDIA NIM · freeGitHub Models · freeDeepSeek · your keyClaude · your keyGPT · your keyQwenevery workspace picks its own

The real anchor

Coding tools compete with coding tools.
A full team competes with hiring.

The departments the others leave to you have a price — and it isn't $20/mo. Every Progenix output runs through your approval gates.

$2–5k/mo

Fractional marketer

Covered by Echo, Quill & Beacon

$1.5k once

Startup lawyer (basic docs)

Covered by Juris

$3–6k/mo

Market research analyst

Covered by Scout, Compass & Prism

$4k+/mo

DevOps / on-call engineer

Covered by Sentinel & Watchtower

Department by department

What “full team” actually means

Engineering

Progenix: Engineers, QA, and infra agents write production code, review PRs, run tests, and deploy — with budgets and traces.

The others: Where Devin, OpenHands, and CrewAI live too. If code is ALL you need, they're strong choices available today.

Marketing & Content

Progenix: Content, SEO, and marketing agents plan campaigns, write posts, and track rankings.

The others: Not covered. You'd add separate tools (Jasper, Surfer, a freelancer) and glue the workflow together yourself.

R&D & Validation

Progenix: Research agents scan demand signals, size markets, and pressure-test ideas — GO / EXPLORE / PASS with cited evidence.

The others: Not covered. Market research stays manual: you, Perplexity, and a spreadsheet.

Legal & Compliance

Progenix: A legal advisor agent reviews ToS, privacy policies, GDPR posture, IP risk, and license audits — for human sign-off.

The others: Not covered. You'd pay a lawyer per document or ship without review and hope for the best.

Price

What each one actually costs

Progenix

Free → $199

  • Early access via waitlist
  • Free $0 · Starter $69 · Pro $199
  • Enterprise custom

Early-access spots are limited; waitlist members lock in launch pricing.

Devin

$20 → $200

  • Pro $20 · Teams $40 · Max $200
  • Enterprise custom

Compute-unit billing — costs scale with usage and are hard to predict. No free tier.

CrewAI

Free → $99

  • Free (50 runs/mo)
  • Professional $25–99
  • Enterprise custom

LLM API costs are not included — you pay providers separately on top of licensing.

OpenHands

Free (OSS)

  • Open source (MIT) — free
  • SaaS free (10 convos/day, BYOK)
  • Enterprise custom

Self-hosting means you run and maintain the infrastructure yourself.

An honest note before you decide

If you only need code written faster, you don't need Progenix. Devin, OpenHands, and Cursor are excellent, generally available today, and cheaper for that single job. This page is for the moment after — when the MVP ships and marketing, research, and legal become the bottleneck.

Progenix is in early access: spots are limited and features are still maturing. Engineering is deepest today; marketing, R&D, and legal agents work with human approval gates by design. We'd rather tell you that here than after you sign up.

Choosing a platform, answered

What is an AI agent platform for startups?
A platform that runs autonomous AI agents to do real startup work — writing code, producing content, researching markets, reviewing legal documents — rather than just assisting a human in an editor. Most platforms today (Devin, OpenHands, Cursor) cover engineering only; Progenix covers engineering, marketing, R&D, and legal with one pre-built team of 24 agents.
How is Progenix different from a prompt tool or an AI coder?
A prompt returns text and hopes it works; Progenix runs a system. It plans the work, routes each job to the right model, writes the code, then verifies the app actually boots and its features exist — not just that the build passed. When something fails, an error→fix loop repairs it through the same review and verification pipeline. It tracks cost per agent with hard budget ceilings, keeps memory across tasks, and improves itself under evidence-gated safety limits. The agents are the visible part; the machinery around them is why the output is reliable.
Does Progenix lock me into one AI model?
No. Progenix is model-agnostic and every workspace picks its own models: run the entire team on free endpoints (NVIDIA NIM, GitHub Models) at zero model cost, or bring your own API key for DeepSeek, Anthropic or OpenAI and pay the provider directly. Progenix routes each job to the right cost tier automatically and auto-adopts new models as they ship. We've even had DeepSeek complete a full project end-to-end — because the system around the model (contracts, acceptance gates, self-healing) carries a cheaper model to a working result. Devin, by contrast, is locked to its own model.
Is Progenix a Devin alternative?
Only partly. Devin is an excellent autonomous software engineer, and if coding is your only bottleneck, it's a strong choice that ships today. Progenix includes coding agents but competes on breadth: it's the team around the engineer — marketing, SEO, research, legal, ops, and finance agents working in one orchestrated platform.
What about Cursor and GitHub Copilot?
Cursor and Copilot are AI coding assistants — they make a human developer faster inside an editor. They're complements, not competitors, to an agent platform: many teams use Copilot for hands-on coding and an agent platform for autonomous, delegated work.
Why is CrewAI in this comparison if it's a framework?
Because startups evaluating 'AI agent platforms' often land on it. CrewAI is powerful if you have engineers who want to build and maintain custom agent workflows. It ships with no pre-built team, and LLM API costs come on top of licensing. Progenix takes the opposite approach: a ready-made 24-agent company you direct instead of build.
When can I use Progenix?
Progenix is in early access with limited spots — join the waitlist and you'll be notified when a spot opens. Waitlist members get early-access invitations in order and lock in launch pricing. Devin, CrewAI, and OpenHands are generally available today; if you can't wait and only need engineering, start there.
Does an AI team replace hiring?
For early-stage startups it replaces the hires you can't afford yet — a fractional marketer, a research analyst, basic legal review — not senior judgment. Progenix agents produce work for your approval; you stay the decision-maker. Teams typically use it to ship like a 10-person company before they can pay for one.

You can build the product.
Can you run the company?

Join the waitlist for early access to the first full AI team for startups — and lock in launch pricing.

Join the Waitlist

Limited spots · No credit card · Free tier on launch