Operational consulting, conducted by AI

The reason your operation is slow is written down in your team's heads, not your org chart.

We get it on paper in 1 to 3 weeks. AI-led interviews with the people closest to the work, synthesized into a process map and a written report where every claim traces to a named quote or a specific system event.

Calls are consented, recorded with permission, and never shared outside the report. Your team's names stay inside your four walls.

The line no other firm can sign

Every claim in the report traces to a named quote or a specific system event.

Not consultants' intuition. Not a survey average. A sentence someone on your team actually said, or a movement the system actually logged. If we cannot trace it, it does not go in the report.

Illustrative engagement · sample, not a real client

11 interviews surfaced 3 undocumented workarounds the org chart never showed.

11
frontline interviews, scheduled at each person's convenience
3
undocumented workarounds leadership had never seen
100%
of findings traced to a named quote or a logged system event
“I keep a second spreadsheet because the system rounds wrong.”Billing, named participant. One of three quotes that explained a month-end delay leadership had blamed on headcount.

This block is an illustration of the kind of finding a Polanyi engagement produces. It is not a real client result. We do not publish client names, quotes, or data without written permission, and we will show you a redacted sample report on request.

What we do

The questions leadership can't answer from the org chart.

A.

Talk to your team for you

AI conducts roughly fifteen-minute phone interviews with the operators, nurses, schedulers, billing staff, and engineers closest to the problem. No surveys, no group meetings, no calendar Tetris.

B.

Extract the patterns

From the transcripts: the workarounds, the double-work, the undocumented rules, the systems running in parallel that nobody told leadership about. Tacit knowledge made legible.

C.

Deliver an answer

A process map of how work actually runs, plus a written report ranking root causes and recommendations. Every finding traces back to its source quote or system event.

The same task takes twenty minutes on one shift and two hours on another, and nobody upstairs knows why.

So the bottleneck stays invisible. The workaround your best person invented to survive a broken queue quietly hardens into how we do things here. And the fix you greenlight next quarter, built from the org chart instead of the work, solves a problem your team stopped having two years ago. The knowledge to prevent all of it already exists. It just lives in someone's head, unwritten.

How it works

Five steps. One to three weeks.

01

Scope the question

We work with leadership to define one primary question worth answering, and identify the six to fifteen people whose perspectives, taken together, will surface the answer.

02

AI-led interviews

Polanyi places a phone call to each interviewee, conducts a structured but conversational interview, records the transcript, and ends the call. Typically delivered over one to two weeks at the interviewees' convenience.

Every call is consented and recorded only with permission. Transcripts are used to build your report and are never shared outside it. Your team's names stay inside your four walls.
03

Real-time workflow analysis

Where leadership grants access, Polanyi observes the live workflow: system event streams, ticket and queue movement, handoffs across tools. The report then combines what people say happens with what the systems show happening. The discrepancies between the two are usually the most valuable findings.

04

Synthesize

We extract findings from each transcript, cross-reference them against the workflow data, and build a process map of how the work actually runs: friction points, bottlenecks, undocumented protocols, and the workarounds the team invented to compensate.

05

Deliver

A written report goes back to leadership with every claim grounded in a direct quote from a named participant or a specific event in the workflow data. Optional live debrief with the team that commissioned it.

After the report

We don't just hand you a diagnosis. We build the fix.

The report ranks root causes. For the ones AI can take off your team's plate (the double-work, the manual handoffs, the undocumented rules), we design and build AI automation that fits how the work actually runs: custom AI solutions validated against the same interviews and workflow data that surfaced the problem.

Who we are

A two-person team building the tool we wanted to use.

Polanyi is named after Michael Polanyi, the philosopher who showed that the most important knowledge inside an organization is the kind nobody writes down. We know more than we can tell. Our work is to make that knowledge visible.

Ali Lalani
Chief Executive Officer · Chief Technology Officer
Builds and runs the AI interview and synthesis system end to end. Based in Houston.
Joaquin Arnold
Chief Financial Officer · Chief Operating Officer
Runs engagements and client operations, from scope through delivered report. Based in Houston.

See what your operation is hiding in plain sight.

Start with a redacted sample report, or have us show you the first five questions we'd ask your team. No call required to begin.

Calls are consented, recorded with permission, and never shared outside the report.