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Forward Deployed Agent

our forward deployed agent turns
invisible work into AI teammates

01

observe

[fda] watches, quantifies

02

diagnose

assess insights; rank by hours back and business impact

03

plan

[fda] specialist agents queue the implementation plan

04

execute

press go, deploy AI 19.5x faster

Free · Unlimited machines · Metadata only, never your content

v0.2.1 · 3.5 MB Windows 10+ · 10.7 MB macOS 13+

AI Opportunity Report — Team editionJul 7 – 30, 2026

We put fda on 4 of our own machines.

Nobody changed how they worked. Three weeks later, here is what it found.

Redundant work found · hrs per month

DevonRecruiter50
ChrisFounder47
ShannonSourcer39
NakitaClient success30

The same things, over and over

~2,300Copy-pastes into AI tools — context carried by hand
~1,700Messages relayed between Slack and email
956Saves retried after a form failed
748Prompts run through two models to compare

Add it up

168 hrs / month

One job's worth of busywork, wasted. Every week.

530 hrs analysed · 4 people · 3 weeksRead all 5 pages ↓

How the forward deployed agent works

01

Install the agent

Deployed in an afternoon, under 1% CPU. Nobody changes how they work.

02

Work normally, two weeks

It learns the real job — the tools, the loops, the switching nobody logs.

03

Get your report

Where the hours actually go, and what a teammate could take over. Free, yours to keep.

04 — We build it with you

Side by side with your team

Try it →

We build it with your team, not for them — sitting alongside the people whose work it learned. It ships after the two-week scoping period, trained on your workflows, not a generic model.

What it takes over

Deal desk → invoice handoff40 h / mo
Salesforce ↔ Notion field sync31 h / mo
Weekly status report assembly22 h / mo

Trained on 530 hours of your team's actual work

fda learns the work. Your AI teammate does it.

— 02 / Learn · Map · Take over

Remove monotony from your day-to-day.

01 — Learn

Install once. Forget it exists.

Deploy across the company in an afternoon. The agent runs under 1% CPU, changes no workflows, and no one has to remember to start a timer. It observes; your team works.

02 — Map

fda finds what no one would report.

Repeated sequences, re-entered data, tools that never talk to each other — patterns spread across weeks and thousands of individual actions, invisible from inside the work.

03 — Take over

Every piece of monotony becomes work your AI teammate can own.

What it takes over, what that gives back, how long it takes to build — ranked by value. The deliverable is a hiring plan for software, not a dashboard.

— 03 / The finding

Our internal case study.

4 people, 3 weeks, 530 hours. Nothing redacted, nothing illustrative. Click through all 5 pages.

The finding01 / 05

We measured ourselves first.
It was worse than we thought.

We put our forward deployed agent on 4 of our own machines — recruiting, client success and the founder's desk — and recorded 3 weeks of real work. Every application, every browser tab, every copy and paste. No surveys.

168 hrs / mo

= one full-time employee of repetitive work, spread across 4 people. You already employ the 5th person. You just can't see them.

~2,300

copy-pastes into AI tools across the team — context shuttled by hand between Slack, Gmail, the ATS and the models

~25,500

app switches measured — one every 75 seconds of work

2,400+

AI sessions already running — every one of them fed by hand

fda — forward deployed agent reportpage 1 of 5
01 / 05

attain internal case study — july 2026

This is the same report you get after your two weeks.

Take the sample report

Want this report for your own team?
530 hours analysed. Yours in two weeks, free.

— 04 / Scale

More desks = better AI teammate.

Every machine you add sharpens the picture. What looks like one person's quirk turns out to be how the whole company works.

One desk

A habit

How one person works. Easy to dismiss as personal preference.

One team

A pattern

The same workaround on four desks is not a quirk. It is a process nobody designed.

The company

A system

fda learns how the business actually runs.

Free on every machine, so don't be shy.

Unlimited seats · Deploys in an afternoon

Rolling out to a team? Talk to us

2 weeks of work.
1 new teammate.

Free · Unlimited machines · Metadata only, never your content

Verify the build

macOS · v0.2.1 · 10.7 MB · SHA-256 1316C3F4 … 2D46E410
Windows · v0.2.1 · 3.5 MB · SHA-256 D3FD0B49 … 6EFD9A5F