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Official Anthropic Partner

AI that pays for itself. Or the build is free.

We build one production AI agent, on Anthropic's Claude, that watches your business, catches what is quietly costing you money, and acts on it, with evidence and your approval. Live in 8 weeks.

$240k recovered for one retailer·8 weeks to production·90-day guarantee
MA
Margin Agent
watching APAC margins · live
LIVE
AICaught at 06:12
APAC logistics cost is up 23% vs plan. Switching to Vendor B’s RFP saves $240k this quarter.
94% sure
3 sourcesaudit logevidence
AdoptHoldKill switch
Not a chatbot

A chatbot answers. An agent acts.

Most “AI” replies to a prompt and forgets. Your agent runs in the background, on your live data, and surfaces the decision that is worth money, then takes it the moment you approve. No demo that dies in a deck.

A chatbot
Answers a question.
Then forgets it ever happened.
An agent
Watches, decides, acts.
Then proves it in dollars.
How it works

Five steps, running around the clock.

1

Watches

your live data, around the clock

2

Catches

the signal that is costing you money

3

Recommends

the action, with evidence and confidence

4

Acts

in your tools, only on your approval

5

Proves

the result, tracked in dollars

Then it does it again. Every minute of every day.
Point it at the bleeding

Where one agent moves a number.

01

Margin you are leaking

Cost, price and mix watched in real time. The agent flags the money walking out the door before the month closes.

02

Churn before it cancels

The accounts about to leave, scored and ranked, so your team acts while the save is still possible.

03

Anomalies in operations

Faults, spikes and SLA breaches caught the moment they happen and pushed to the right person, not a dashboard nobody opens.

04

Back-office document work

Claude reads the invoices, contracts and forms, extracts what matters, and routes only the exceptions to a human.

We put our fee on the outcome

If it doesn't make or save you real money in 90 days, you don't pay for the build.

The agent tracks the action it recommended, in dollars. We can promise this because it grades its own homework, with the evidence to back every number.

Measured

A dollar outcome in 90 days, attributable and tracked.

Defensible

Every answer cites its sources. Built to pass an audit.

On time

In production in 8 weeks, or the extra weeks are on us.

$240k
recovered in 90 days
8 wks
demo to production
first-year ROI

“The agent flagged an APAC logistics cost spike at 6am, recommended the RFP with evidence, and we adopted it before standup. $240k saved that quarter, and we could prove exactly why.”

Rohan M. · CDO, enterprise retail
Live in 8 weeks

Fixed scope. Fixed fee. Fixed date.

1
Week 1

Scope

We pick the one job with the clearest payoff. Scope locked.

2
Weeks 2-4

Build

Built on Claude, wired to your data and one tool it can act in.

3
Weeks 5-6

Guardrails

Approval step, confidence, evidence, audit log, kill switch.

4
Weeks 7-8

Go live

In production. Results tracked in money. Your team trained.

Why Woodfrog

Specialists, not a side practice.

Anthropic
Build Partner

Built on Claude. Sonnet for production reasoning, Opus for the hard analyses, Haiku for the fast long tail.

$240k
recovered in 90 days

Margin saved for one retailer in the first quarter after go-live, with the lineage to prove every dollar. Outcomes, not slideware.

AI
is all we do

A small senior pod, not a generalist shop with an AI badge. Agents in production is the whole job.

From data to decisions. Engineered.

Name the problem. We'll ship the agent.

Book a 30-minute scoping call. We'll name the one signal worth building, tell you straight whether it's worth it, and put our fee on the outcome.

Book a 30-min audit