For founders and small teams

Give Merlin a goal. Get finished work back.

Merlin is an AI project director. It turns your goal into a task plan, runs AI agents to do the work, checks their output, and brings you the result to approve. You own the outcome — not the project management.

✓ No setup — start with one goal ✓ You approve before anything ships
Not another AI model — an orchestrator for the agents you already run locally: claude code codex cli your setup
Merlin · your project Director online
Your goal

Analyze competitors and find our positioning gaps before launch.

Merlin's plan · 5 tasks 90% done

Map 12 direct and indirect competitors

done

Compare pricing, messaging, and features

done

Cluster gaps into positioning angles

done

Write the recommendation memo

agent working…
!

Pick the launch positioning angle

waiting for you
Positioning gaps found 4 ranked

Simplified view — this is what a running goal looks like inside Merlin.

How Merlin compares

Not a chatbot. Not a task board. A director that finishes work.

Chat-based AI tools make you the project manager. Merlin runs the whole loop — and does it cheaper.

Feature Chat-based AI tools Merlin
Token cost

Full context re-sent with every prompt

Progressive context compression — the fewest tokens per task

Project memory

Forgets between sessions — you re-explain and re-instruct

Memory is captured continuously — context and instruct

Work structure

One long chat thread, no visible progress

Spec-driven: epics, tasks, and a board — track progress at a glance

Clarifications

Blocks the chat with one question at a time

Async inbox — answer questions across dozens of tasks when it suits you

Models & cost

One expensive model for everything

A pool of models — the Director puts cheap models on simple tasks

Cheap by design

The Director spends your tokens like its own money

Merlin isn't another AI model — it's the harness on top of the agents and models you already have. Each task goes to the cheapest model that can do it well, and progressive context compression keeps every call lean.

  • Bring your own agents — Claude Code, Codex CLI, running locally
  • Simple models take simple tasks, strong models take hard ones
  • Context is compressed, not re-sent in full with every prompt
up to 40%lower AI spend on the same work

AI agent harness

Merlin is the control layer around your agents.

Treat Merlin as an AI agent harness: it gives agents a goal, the right context and memory, a contained worktree or run, checkpoints, review notes, handoff status, approval gates, and deploy-control decisions before sensitive changes ship.

A day with Merlin

Three steps. That’s the whole workflow.

New goal

Write 20 LinkedIn posts from our positioning and schedule the first week.

+ positioning doc+ brand voice
1

Write the goal, once

In plain language. Attach context — docs, links, your product. Merlin remembers it for every future goal, so you never re-explain.

Director running
  • Plan created · 6 tasks
  • Agent drafted 20 posts
  • Reviewed against brand voice
  • Rewriting 4 weak posts...
2

Merlin plans and runs

The Director breaks the goal into tasks, puts AI agents to work, checks their output, and sends weak results back — without you prompting anything.

Your inbox

20 posts ready · 1-week schedule attached

Reviewed twice. 4 posts rewritten for tone.
ApproveAsk for changes
3

You approve the result

Finished work and important decisions land in your inbox. Approve it, or send it back with one note. Nothing ships without you.

Use cases

Hand Merlin the goals you keep postponing

Real goals founders give Merlin — each becomes a plan, agent work, and a reviewed result.

Sales & outreach

“Find 100 companies that match our ICP and draft personalized emails.”

→ Reviewed lead list + outreach drafts + follow-up sequence

Marketing

“Generate 20 LinkedIn posts from our positioning.”

→ Posts reviewed for voice, with a publishing schedule

Research

“Analyze competitors and find our positioning gaps.”

→ Competitor teardown + gap analysis + recommended angle

Product

“Turn last month’s customer feedback into a spec.”

→ Clustered insights + prioritized spec, ready to build

Engineering

“Turn this requirement into dev tasks and implement the small ones.”

→ Task breakdown + reviewed pull requests

Operations

“Prepare this week’s client report.”

→ Drafted report with data pulled from your project history

Your control

Autonomous execution. Your sign-off.

You decide how much Merlin can prepare on its own — per task. Routine draft, research, and verification work can run without extra prompting; anything sensitive waits for your approval. Every decision and every output stays visible in the task history.

  • Approval gates before anything is sent or published
  • Full task history — see what was done and why
  • Edit goals and instructions at any point
  • Project memory carries into every next goal

FAQ

Before you start

How is this different from ChatGPT?

ChatGPT answers one prompt and forgets. Merlin takes a goal, plans it into tasks, runs agents across multiple steps, remembers your project context, and iterates until the result is ready for approval.

Do I need to change my tools?

No. Merlin works alongside what you already use. Connect context from your docs, repo, or notes — no migration required.

Will AI send things without my consent?

Never by default. Final delivery and sensitive actions always pass through your approval. You choose which routine draft, research, or verification tasks can run without extra prompting.

Who is Merlin for?

Founders, solopreneurs, consultants, and small teams who need marketing, research, ops, and product work done — without becoming a full-time AI project manager.

Start with one goal, today.

Write the goal, attach your context, and watch Merlin turn it into a plan, agent work, and a result waiting for your approval.

No credit card. No setup. One goal.