Dream Hatch Labs
Applied AIOutcomes, not experiments

Win back your team's week. Without hiring.

Faster cash collection, faster replies, no dropped leads. We build the AI that delivers them and measure the results.

Free 30-minute call. Your top three wins, each with a payback estimate.

Results this month
Illustrative client dashboard
Days to get paid
2341
First reply to customers
9 min6 h
Leads followed up
100%62%
Team hours saved / week
31 h0 h
16,000+
engineers trained in our founder's Udemy courses
Enterprise-grade
delivery standards
4–8 weeks
to a measurable result
100% yours
code, prompts and docs

Outcomes

Pick the result. We build the AI behind it.

FinanceInvoices chased by hand

Get paid faster

Every overdue invoice chased daily, in your voice.

SupportReplies take hours

Reply in minutes

Drafted in minutes, approved by you.

SalesLeads slip through

Never let a lead go cold

Followed up within the hour.

OperationsManual data entry

Stop retyping documents

Read, checked and filed automatically.

LeadershipReports by Thursday

Numbers on Monday

On your desk at 8am.

Everyone“Who knows how to…?”

Answers in seconds, not Slack threads

Instant answers from your SOPs, with sources.

AI opportunity auditAgent & workflow buildsSystems integrationAI product developmentEvals & reliabilityTeam trainingFractional AI lead

From first call to measured results.

How it works
  1. Week 1–2

    Agree the target

    We pick the result and the number that proves it.

  2. Week 3–4

    Prove it

    A working version on your real data.

  3. Week 5–8

    Go live

    Tested, approved and monitored from day one.

  4. Ongoing

    Report results

    Monthly reporting against the target we agreed.

Pricing

Pay for results you can see.

Fixed scope, with success metrics agreed before we start.

Audit2 weeks
from $7,500

Know exactly where AI will pay back, and by how much.

  • Top wins ranked by return
  • Payback estimate for each
  • 90-day roadmap
Book the audit
BuildMost chosen
from $25,000

One result delivered and measured in 4–8 weeks.

  • Success metric agreed up front
  • Connected to your tools
  • Measured from day one
Scope a build
Managed AIRetainer
from $12,000/mo

New results every quarter, with a senior AI lead on call.

  • New wins each quarter
  • Monthly results report
  • Ongoing cost optimisation
Talk retainers

Questions, answered.

Do we need clean data or a data team?

No. Part of the audit is working out what data you have and whether it’s good enough. Most SMB workflows run on the tools you already use.

Which AI models do you use?

Whichever fits the job: Anthropic, OpenAI or open-source models. We pick on reliability and cost, and you’re never locked in.

What happens when the AI gets something wrong?

Anything risky goes through human approval. Errors are logged, retried safely or escalated, and you see all of it in a monthly report.

Who owns what you build?

You do: code, prompts, evals and documentation. We hand over everything.

How do you measure success?

Before any build, we agree one number that proves it worked, such as hours saved, days to payment or response time. We report on it every month.

From the blog

All articles →
Guide · How to Choose an Open-Source AI Agent Framework for ProductionRead →Guide · Human Approval, Retries, and Recovery: Designing Reliable Agent WorkflowsRead →Guide · Single Agent vs Multi-Agent Systems: When Is the Extra Complexity Worth It?Read →Guide · AI Agent Memory: What to Store, What to Forget, and What Can Go WrongRead →Guide · MCP for Business Applications: Connecting Agents to Tools and APIsRead →Guide · How to Evaluate an AI Agent Before Giving It Real WorkRead →

Get started

What result do you want in 90 days?

A senior engineer replies within one working day.

Prefer email? hello@dreamhatchlabs.com

Budget

Confidential. We never share your details.

AI training data

Your work data is worth money to AI labs.

Labs buy real records of how work gets done: Slack, code, tickets and documents. We prepare yours safely and run the sale.

Get a free data assessment →
  1. 01

    Value it

    Which of your systems buyers want, and a realistic price range.

  2. 02

    Clean it

    Personal data, secrets, HR and customer records removed and documented.

  3. 03

    Sell it

    A competitive sale to AI labs and data buyers you approve.

Ventures

Thinking of selling your business?

We buy profitable small businesses and run them for the long term. Every conversation is confidential.

Start a confidential conversation →
Businesses we build and run