kestrel works

Most companies know AI can change how they operate.

Very few have the team to make it happen. We are that team. We design and build the systems that fit how you already work, train your people to run them, and stay on the work every week for a fixed monthly fee.

Book a working sessionForty minutes. No slides.
How it works · Sources

The answers are already in your tools

Inboxes, chat, recorded calls, spreadsheets, the CRM and the books. Everything a good decision needs is in there, spread across eight places.

How it works · The system

One system reads it all, by your rules

It connects to what you already use and learns how your team decides. A person accepts, edits or rejects every proposal, and the system learns from that before it acts.

How it works · Outputs

What comes out is finished work

A Monday digest. A reply drafted and waiting for a yes. An invoice flagged before it is paid. Each one lands in the tool your team already has open.

  • Sources the system reads: Email, Messaging, Calls, Spreadsheets, CRM, Accounting, Documents, Calendar.
  • What it learns while it works: Your rules, Your tone, Approval steps, Vendor list, Past decisions, Who owns what, and your team's decisions: accept, edit or reject.
  • What comes out: Weekly digest, Draft reply, Flagged invoice, Renewal alert, Call summary, CRM updated, Ledger reconciled, Follow-up sent, Intro suggested, Report ready, Priority list, Vendor check.
What we do

Connect, run and report, with one dedicated team.

Four capabilities, one team on your account. We pick the model that fits each job, and a person reviews every output before it reaches anyone outside.

01

Agents

Small programs, one task each.

Lead scoring, ticket routing, first drafts, research. Each one handles a specific task end to end and ships in about two weeks.

02

Internal tools

Dashboards, ledgers, digests.

The plumbing that keeps operations moving, built for the people who run them rather than for engineers, and wired to real data.

03

Data pipelines

Connect, clean, route.

Connect the tools you already pay for, clean what comes out of them and route it to where decisions happen. Quietly, every day.

04

Team training

Your team keeps the keys.

Documented, repeatable prompts on real tasks, owned by the people doing the work, so nobody depends on the studio to keep going.

How we think

Projects, then skills, then async.

One framework, three layers. Every engagement runs through it in this order, and nothing skips a layer.

01

Projects

One-off builds. Data cleanup, connections between systems, dashboards. The foundation everything else sits on.

02

Skills

Repeatable capabilities that run on demand. A skill has to perform for a full month before it earns the next layer.

03

Async

Agents that run without a person in the loop, and only after a skill has proven itself. Patience here is the whole point.

Standard, not custom

Five builds a team can put to work this month.

These come up in nearly every operations conversation, and each one ships in about two weeks.

01 / 05About two weeks

Call transcript intelligence

Every recorded call read the same day, with decisions, asks and promises filed into the records the team already keeps.

02 / 05About two weeks

Document generation

Proposals, memos and reports drafted from your own templates and data, waiting for a person to sign off.

03 / 05About two weeks

Social listening for content

What your market is saying, summarised every week, with drafts in your voice for the moments worth answering.

04 / 05About two weeks

Lead enrichment and scoring

New leads researched and ranked before anyone opens them, with the reasoning written next to the score.

05 / 05About two weeks

Inbox triage and reply drafts

The shared inbox sorted by what needs a person, with replies drafted for everything else.

Case study · Harbor Collective

How two years of calls became a directory people use

Sources

Two years of conversations, scattered

900 recorded calls, 2,100 CRM pages and a busy chat. Everything anyone had said about what they do and what they need, in places nobody could search.

Profiles

One page per founder, kept current

We read all of it and wrote one profile per founder: what they give, what they ask for, what they promised. A new call updates the page the same week.

Signals

Then the system starts noticing

A founder goes quiet before renewal, and the team gets a draft check-in. A founder needs something another one gives, and the intro is one click away.

Delivered

A founder intelligence platform: call recordings, chat channels and two CRMs structured into one database the community team can question in plain English.

Harbor Collective

Call recording · 41 min

…we are hiring a COO in Austin before the fall. If anyone here has done that in consumer, I would love an intro…

CRM · Founder page
Company
Consumer, 40 people
Location
Austin
Joined
2024
#introductions
JD

Founder, Denver Happy to help anyone thinking about franchising. Did it twice, once badly.

Founder profile Updated this week

Founder, Austin

Consumer, 40 people. Joined 2024. 6 calls, 214 messages.

Gives

Retail opsFundraising

Asks

COO hireTexas leases

Promised

CFO intro
Signals · This week

Founder, Miami renews in 34 days. Quiet since June.

Draft check-in

Founder, Austin asked for a COO intro. Two founders have done it.

Introduce

Illustrative. Every founder on this stage is made up.

Carrier billsRate sheetsStatementsLedgerWeekly digest9 skills
Case study · Cobalt Freight

Thirty hours a month back to the operations desk

Carrier bills, rate sheets and customer statements sat across four systems that did not talk to each other. We connected them and deployed nine skills the desk runs on demand.

Delivered

Nine skills across carrier bills, rate sheets and statements. Four existing systems connected. About thirty hours a month back to the desk.

Cobalt Freight, operations desk

How we start

Four weeks decide the rest.

The first four weeks decide whether the rest is worth it, so we keep them short and concrete.

40 minutes

A working session

Where the system helps your business and where it does not. No slides, no commitment.

4 weeks

One workflow you actually use

Running in your operation, not a demo. You judge the studio on that before anything else.

Every week

A call, and we keep shipping

You name one person who owns the workflow. They bring what is next each week and we build it.

A studio you talk to every week.

We do not hand over software and leave. One team on your account, every week, and you keep the keys. Start with the one workflow that costs you the most hours.

Book a working sessionForty minutes. No slides. No commitment.