In development — coming soon

AI that learns
your business

Polynomic deploys adaptive agents that connect to your workflows via API or SDK — and continuously improve from your own data, decisions, and outcomes. The longer you run it, the smarter it gets.

We'll reach out when we're ready for clients — no spam, ever.

api
Polynomic Agent Dashboard
3 agents active · learning from live data
Order routing agent
↑ 94% accuracy
Demand forecast agent
learning…
Support triage agent
↑ 81% accuracy
Agent performance over time
Week 1Week 4Week 8Now

Connect once.
Compound forever.

01

Connect your workflows

Integrate via API or SDK in minutes. Point Polynomic at the workflows, data streams, or decision pipelines you want to improve. No MLOps overhead to manage.

02

Agents learn from your reality

Polynomic observes your outcomes — what worked, what didn't, what your domain actually looks like — and continuously improves agent behaviour from that signal.

03

Performance compounds

Agents running today outperform the ones from last month. The longer Polynomic runs in your environment, the wider the gap grows versus any static AI solution.

Built for the full
spectrum of AI teams

01
Integration

API & SDK — production-ready from day one

Connect Polynomic to any stack in minutes. Our REST API and Python/JavaScript SDKs are built for real engineering teams in real codebases — not sandbox demos.

# Install
pip install polynomic
 
# Deploy an adaptive agent
from polynomic import Agent
agent = Agent("order-routing")
agent.connect(workflow=my_pipeline)
agent.run() # starts learning immediately
02
Learning

Adapts to your domain, not a generic one

Off-the-shelf AI is trained on the world. Polynomic agents train on your world — your edge cases, your failure modes, your definition of a good outcome. That specificity compounds into a durable advantage.

03
Scale

One agent or many — same platform

Start with a single agent automating one workflow. Scale to coordinated multi-agent systems handling complex, interdependent operations across your stack. The architecture grows with you.

04
LLM-native

Language models as first-class citizens

LLMs aren't bolted on — they're core to how Polynomic agents reason, plan, and act. Bring your own model or use ours. The framework is model-agnostic by design.

OpenAI
Anthropic
Gemini
Llama 3
Mistral
Custom
05
Flexibility

For technical and business teams alike

ML engineers get full access to the training surface, reward signals, and agent architecture. Product and ops teams get agents that improve automatically — no ML expertise required. One platform, both audiences.

For engineers

Direct API access · Custom reward functions · Full observability · PPO-compatible training loops · Bring your own LLM

For teams

No ML overhead · Agents improve automatically · Simple SDK integration · Outcomes visible in a clean dashboard

"The most defensible AI is the one that has learned from your environment — not the world's."
Polynomic · Design Principles

We're building.
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Polynomic is in active development. Leave your email and we'll reach out directly when we're ready for our first clients — no newsletters, no noise. Just a personal note when the time is right.

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We'll be in touch personally when Polynomic is ready for its first clients.