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How it works

The invisible engine behind every execution.

When you type a task, six systems activate in seconds: intent parsing, context enrichment, prompt selection, model routing, execution, and quality verification. Here is what happens between your input and the expert result.

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The execution pipeline

Every task flows through six stages. Each one makes the result measurably better.

Step 01

Intent understanding

We parse what you need: task type, audience, context, constraints.

Step 02

Context enrichment

Your memory, your StylePrint, your preferences — all applied before prompt selection.

Step 03

Prompt selection & synthesis

We match your task to battle-tested prompts across 9 verticals — enriched by your context. Versioned. Scored. Continuously improved.

Step 04

Smart routing + provider tuning

We pick the right model and tune parameters. 8 providers. The one that scores highest for your task type.

Step 05

Execution

The composed prompt is delivered to the provider. Response streams back in real time.

Step 06

Quality gates + feedback loop

Every result is scored. Below threshold? We re-run with a different approach. Signals feed back to improve future runs.

What powers the platform

Memory

a21e remembers your preferences, corrections, and project context. Every execution gets smarter. You see everything we know. You can change any of it.

Learn about Memory →

Skills

Installable extensions that give your AI new capabilities. Sandboxed, signed, one-click install.

Explore skills →

Developer API

REST, JSON-RPC, OpenAI-compatible shim. 5 SDKs. CLI. MCP plugin. Webhooks.

Read the docs →

MCP / OpenCode Integration

Give your AI coding assistant access to a21e. Six tools over MCP: check credits, query memory, enhance prompts, resolve providers, store knowledge, log usage.

Set up the plugin →

Studio

For specific deliverables — websites, code reviews, huddles, StylePrints, agents — visit Studio.

Open Studio →

Enterprise-ready security

AES-256-GCM encryption at rest. TLS 1.3 in transit. Prompt IP never exposed to clients. Full audit trail. Your provider keys are decrypted only during execution.

See our Trust page →

Better results. Less effort. Every time.

Type what you need. The platform handles prompt engineering, model selection, and quality verification. $5 to start.

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The best prompt is the one you never write.

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