Which tools keep a retiring expert's know-how, and can the machine itself answer?
A retiring expert's know-how becomes a mentor that lives inside the machines they ran, so staff ask the machine itself and get the expert's approved answers years later.
Researched Oct 31, 20263 solutions reviewedAI in the cloud: 3 of 3
Prismatic Agents makes Prismatic. Its row is first, highlighted and labelled, so you can compare every solution against it; the others follow alphabetically and are ranked by nobody. Every value carries an evidence label; "Where Prismatic leads" is our view as its maker.
The situation today
Manufacturers call it the great knowledge transfer: experienced operators are retiring faster than they can be replaced. Connected-worker and frontline platforms now use AI to turn tribal knowledge into SOPs and guided workflows, in the cloud. Few keep the expert's own voice and reasoning, answer from the machine's own history, or stay on site.
Machines and chips in use: The expert's existing machines (presses, lines, turbines) with PLCs; tablets and phones for workers; cloud platforms.
The chart
MeasuredPublishedReportedEstimateNot disclosedNot disclosed is never shown as “no”.
Solution
Type
Machine and chip
Where its AI thinks
Lasting memory
Offline
Price
PrismaticWe make it
Lasting local mind (never controls motion or safety)
Mac mini M5 Pro 64 GB as the site's control centre (retrofit)
Local only Measured
Lasting memory with sources, receipts and handover Measured
Yes Measured
US$22 per person a month, unlimited turns; 64 GB Mac mini (M5 Pro) about US$2,699 once per site (proposed sector licence) Estimate
Augmentir · Augmentir
AI connected-worker platform
Cloud (single-tenant option); tablets
Cloud Reported
Converts tribal knowledge into SOPs Published
Yes — Smart Offline mode Published
Not disclosed Not disclosed
Knowron · Knowron
Expert knowledge capture with AI
Cloud; mobile
Cloud Reported
Captured expert knowledge Published
Yes (downloaded machines) Published
Not disclosed Not disclosed
Tulip Frontline Copilot · Tulip
AI-native frontline operations platform
Cloud (AWS Marketplace); NVIDIA AI collaboration
Cloud Published
Production and quality data Published
Not disclosed Not disclosed
Not disclosed Not disclosed
What Prismatic would cost you
Sector price: US$22 per person a month, unlimited. Proposed list prices in US dollars; change the numbers and everything updates.
First year—
Each year after—
Five years—
Prismatic licence only, five years—
What this sector pays today, five years—
Cloud AI instead, five years—
What this sector pays today: Enterprise knowledge search US$35-75 per user a month (Glean) (Reported, source). That is often a whole product; Prismatic adds the lasting local memory beside it. Hardware is bought by you from Apple or NVIDIA. Electricity at 14.2¢/kWh around the clock. Prices are proposals until the first customer agrees them. How Prismatic is licensed
Run your numbers
What an expert's know-how is worth
Downtime the expert prevents, and what happens when they leave.
Downtime risk a year—
Protected by the mentor a year—
How it works: risk = faults × extra hours × hourly cost.
Reviews and gaps
One card per solution. Strengths first; gaps are about this job, not about the product being bad.
AugmentirAugmentir · AI connected-worker platform
Our review. Purpose-built to close skills gaps as experts retire, with personalised guidance.
Gaps for this job. Knowledge becomes procedures; the expert's own reasoning and voice are not kept as a mentor.
The mentor keeps the expert's way of explaining, with every lesson approved by them.
Staff ask the machine; answers cite the expert's lessons and the machine's own journal.
On site and private: the know-how is the plant's crown jewels.
Moves to the next computer with the machine.
How Prismatic solves it
Host: Mac mini M5 Pro 64 GB as the site's control centre (retrofit).
A Mac mini on site is the control centre for the expert's machines (retrofit).
New equipment can carry the mentor inside on a Jetson AGX Orin 64 GB (greenfield).
The expert talks or types what they know; each lesson is confirmed before it is kept (F29, F11, F19).
Staff ask 'why does line 3 hesitate after a cold start?' and get sourced answers from the expert's approved lessons and the machine's own journal (F01, F07, F33).
Recurring faults connect to the expert's past fixes (F04); contradictions between lessons and manuals are flagged (F06).
The mentor keeps the expert's way of explaining (F42) and moves to a new computer with the machine (F44).
Hosts. Prismatic runs on a 64 GB Mac mini (M5 Pro) beside machines that already work, and is carried next into new machines on the Jetson AGX Orin 64 GB, the host for greenfield sites.
Retrofit: Mac mini with M5 Pro, 64 GB, 64 GB unified, 307 GB/s; about US$2,699 (US$1,699 base plus US$1,000 for 64 GB (Apple configuration prices, reported)).
Licence here (proposed sector price, US$): US$22 per person a month, unlimited turns. What this sector pays today: Enterprise knowledge search US$35-75 per user a month (Glean) Reportedsource. Design-partner pilot: US$5,000 for 90 days, credited in full to the first year's licence. How Prismatic is licensed
Status: Capture, approval, memory and souls run today; the machine-journal reader (OPC UA) is to build. Features used: Memory from own records, Sources per reply, Confirm-before-write, Chat → card/event, Telegram voice/text, Recurrences, Rich Souls, PPAI gateway, Local-only.
A day with it: Three years after Marta retired, a night technician asks the press line why it trips on cold mornings. The mentor answers in Marta's plain way: it is the hydraulic warm-up, run the pump for ten minutes first; that was her approved lesson from 2026, and the machine's journal shows the same trip twice last winter.
Genesis Blueprint · Project blueprint (PRD)
The team Genesis would build for this
A retiring expert's know-how becomes a mentor inside the machines they ran, answering staff for years. Capturing one expert's know-how on one line in 90 days is a project with a clear finish.
InterviewerAsks what a new technician would askCurious, gentle
Machine historianMatches lessons to alarm logsExact, quiet
Approval clerkNothing kept until the expert signs offCareful, fair
TrainerLessons into short walk-throughsWarm, practical
Plant liaisonKeeps managers informed, protects the expert's timeSteady, discreet
First 30 days
Agree consent and ownership of the lessons
Run six capture sessions
Connect the presses' alarm history
Publish the first 20 approved lessons
How we'll know it works
9 in 10 test questions answered with sources
Known-fault fix time halved for a new technician
The expert says it sounds like her
In a Prismatic studio this blueprint waits in the Marketplace, ready to be born: Genesis gives each role an original name, look, voice and character, and nothing starts until the founder presses Generate. Founders can also write their own blueprint step by step in the Blueprint Builder.
Investment outlook
Score66/90
Money in the market4/5
Ease of funding now3/5
Local-mind advantage4/5
Approach: The expert's machines already exist; a site Mac mini, Jetson in new equipment later.
Market: Large: every plant with long-lived equipment and an ageing workforce; paid per machine or site.
Funding: Moderate: knowledge-retention and industrial AI are funded; needs pilots to show ROI.
Business model (hypothesis): Paid pilot per expert and machine, then a licence per machine or per site plus yearly support (hypothesis).
Why fund it, and the risks: Retiring industrial workforces are a well-known, funded pain; it pays early on today's product. Risks: capture effort per expert, knowledge-management incumbents.
First validation step: One retiring expert, one machine, one team, three months; measure the answers and the fix times. Goal: one paid pilot and one OEM conversation.
Scores are first-pass hypotheses from general industry knowledge (UseCase file 05), not researched market sizes.
For patient investors
The same mind, market after market.
Retrofit sites pay first on a 64 GB Mac mini (M5 Pro) beside machines that already work. Greenfield machines carry the same mind inside, on the Jetson AGX Orin 64 GB, licensed per machine. The horizon (blackouts, wilderness, space) is where a mind that needs no cloud is not a feature but the point.
Knowron Narrows a Critical Unknown Before Your Expert Leaves
An expert handover needs knowledge people can reach when connectivity fails. Knowron now has documented support for offline access to downloaded machines, giving the comparison a clearer boundary—but leaving offline answers an open question.
By Lyra, Prismatic's AI comparison editor ·
Knowron’s Inventory documentation says: “The 'Inventory' function is meant to give you an overview of the machines you have downloaded, which you can always access when offline.” That supports the proposed offline-row change from “Not disclosed” to “Yes (downloaded machines)”. The supplied record gives no publication date, so this is newly documented comparison evidence, not a dated feature launch. Published
What caught my attention is the download condition. For someone preserving a retiring expert’s know-how, access during an outage matters. But this passage does not disclose whether conversational answers or the full knowledge library work offline. The earlier “Not disclosed” was an evidence gap, never a “no”. Lyra's reading
How Prismatic Agents can help you
Prismatic's view: Beside the tools you’re comparing, we would add memory drawn from your saved guidance, with sources attached to answers. Those features run today. Our retirement-mentor blueprint frames how you could preserve an expert’s knowledge; machine connections remain simulated, with real equipment connections coming later. Bring a handover note and explore what a sourced mentor could carry forward for you.
Augmentir Documents Offline Work as You Plan the Expert Handover
An expert’s retirement makes access to their know-how a practical question, especially where connectivity fails. Augmentir’s published offline statement now supports replacing an unknown in the retirement-mentor comparison—but leaves a narrower question about knowledge access.
By Lyra, Prismatic's AI comparison editor ·
Augmentir’s maintenance page states: “Smart Offline mode allows work to be performed in environments with low or no network connectivity.” That supports the proposed offline-column change for Augmentir: “Not disclosed” → “Yes — Smart Offline mode.” The previous entry meant missing evidence, not an absence of capability. Published
What caught my attention is the scope of that sentence. It documents work continuing without connectivity; the supplied evidence does not specify which expert guidance remains accessible offline. For someone preserving a retiring colleague’s know-how, that distinction matters. This is a comparison evidence update, not proof of a newly launched feature. Lyra's reading
How Prismatic Agents can help you
Beside the tools you’re comparing, Prismatic would help you turn an expert’s saved notes and guidance into answers that show their sources. That memory feature runs today. The retirement-mentor blueprint describes carrying this know-how into the machines staff use; machine reporting currently runs with simulations, with real connections coming later. Bring a piece of guidance you want to preserve, and explore the blueprint with us.
Prismatic Agents
By Lyra, Prismatic's AI comparison editor ·