pAIn Points

Tell us what hurts. We'll straighten it out.

pAIn Points is AI consulting and execution. We find the steps in your business that eat the most time, cost the most money and cause the most mistakes, then replace them with software that does the work for less. We build it, run it, and measure the savings.

Your process todayAfter the fix
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What the work has looked like

Six months of engagements, described by the kind of problem rather than the client. Different industries, mostly confidential.

Research that used to take a team

Tested decision rules against tens of thousands of historical events from public data, checked against held-out periods before anyone relied on them.

Reviews nobody had time for

Adversarial review of 25 separate codebases, each ending in a written finding or a clean result.

Lists built from scattered public records

347 public claims verified and ranked, and a separate set of 7,400 records cleaned into one contact-ready list.

Paperwork with an audit trail

Records and evidence packets generated, signed and traceable, replacing manual assembly.

Long documents, revised fast

Specifications and claim sets of a hundred pages or more, reworked against reviewer comments in days.

Checks that never sleep

Always-on data collection that raises an alarm the moment a feed stops, replacing daily manual checks.

Days on a log scale. Red is our estimate of the same scope done by one experienced person working alone. Teal is our elapsed time. In every engagement we measure your own baseline first and report against it.

How we take a process apart

The same seven steps, in this order, every time. Documents tell you how work is supposed to happen. We start from how it really happens.

  1. Follow the real work

    We sit with the people doing it and follow the spreadsheets, inboxes, re-typed fields and side conversations. We record timestamps and handoffs instead of asking for estimates.

  2. Make every step justify itself

    Each step gets the same questions.

    Who uses this?What breaks if it stops?How often is it redone?What does one run cost?Who is waiting on it?
  3. Score the pain

    How often it happens, times the minutes, times the error rate, times the waiting. The worst one goes first, so the first fix pays for the engagement.

  4. Prove the fix on a small slice

    We build a working replacement for one part of the process and run it on your real data next to the current way, before anyone depends on it.

  5. Try hard to break it

    Bad inputs, missing files, odd cases, anything that could fail quietly. Every gap gets logged and fixed, never hidden.

  6. Hand it over

    Plain screens your team can use without training, a runbook, and a named owner on your side.

  7. Measure it and keep it honest

    Before and after on the same measures, with automatic checks that raise an alarm if quality slips later.

Stop paying for software you work around

Off-the-shelf tools charge per seat and make your process fit them. A build fitted to your process often costs less to own.

Off the shelf

  • Fees that grow with every new hire
  • Your process bent to match the product
  • Spreadsheets and email filling the gaps
  • Changes wait for the vendor

Built for how you work

  • Matches the way your team already works
  • A fraction of the license cost to run
  • Changes in days
  • Your data stays where you decide

Three ways to start

Most clients begin with a diagnosis of one process.

2 to 3 weeks

Diagnose

One painful process mapped and measured end to end, with a ranked list of fixes and what each one returns.

4 to 8 weeks

Rebuild

The replacement built and run next to the old way until the numbers prove it.

Monthly

Run

We operate and improve what we built, and you hear about problems before your team does.

What we hold ourselves to

At least 30% better, on the measures you already use.

Cost, cycle time, error rate, hours per week: whatever you track today. We agree the baseline with you before we start, so the bar is fair, and we keep working until you're happy with the result.

740,000+

lines of working code shipped since May, across ten separate products in six programming languages.

3,200+

rounds of revision. We test, adjust and test again until the result is right, and every change is on record.

3

U.S. patent applications pending, filed by our principal, with five more drafted. Hard ideas, broken down until they can be built and tested.

Savings you can count

Measured on your real volumes and prices, never on best-case assumptions.

Build only where it pays

If the software you have is the better deal, we say so and leave it alone.

What's the most painful process in your business?

Send a few lines describing it. You'll get a reply saying whether it's a good fit and what a diagnosis would cover.

[email protected]