FindFST AI Engine

AI Matching for Field Service Technicians

Reads a machine from its nameplate photo
Drafts the mission title, description and requirements from your photos
Builds a technician profile from a CV and past reports
Scores every match from 0 to 100 and shows why
Nothing changes until you click

Technician? See what the engine does for you.

The suggestion panel on a FindFST mission: every skill, certification and part is offered as a chip, and nothing is added until the company clicks it

How it works

Reads what you upload

Machine photos, nameplates, manuals, CVs, service reports and certificates.

Suggests, you decide

Every draft and every tag waits for your click. Nothing is added until you accept it.

Matches and explains

Every technician scored from 0 to 100 against the mission, with the reasons and the gaps.

Add a machine from two photos

Photograph the nameplate, the machine, or both. Either one starts a read
Name, brand, industry, type and model are filled in and marked Check for you to confirm
The brand printed on the plate is kept, never swapped for a better known maker

Control system, component brands, subsystems, skills, hazards and specifications read from the photos
Those details stay private to your company and to technicians booked on that machine
Manuals and datasheets can be read too. They add technical detail, never a new name

A Cerutti machine nameplate and a photo of the rotogravure press uploaded to Add New Machine for the AI to read — The nameplate and the machine

Identity, marked Check

Details from the photo by the FindFST AI Engine: control system, component brands, subsystems and suggested skills, private to the company and booked technicians — Technical details, private

Hazards, condition notes and specifications read from the machine photos: supply voltage 380/220 V, frequency 50 Hz, built in 2000 — Hazards and specifications

The engine drafts your mission

Select the machine: its brand, industry and type become the matching criteria
Answer up to four priority questions: what matters most, where you could compromise, distance and certifications
Your answers change how technicians are ranked. Technicians who fall short can still apply

Posting an on-site mission on FindFST: the selected machine, the auto-detected matching criteria and the company's matching priorities

Mission photos with short captions: an oscilloscope trace of unclean encoder signals and damaged Sub-D plugs on a circuit board

Add photos of the machine, the fault and the nameplate, with a short note under each
The photos and notes are the engine's main source
One press of Generate with AI drafts the title and the description

Skills, certifications, parts, machine types, brands, industries and days needed arrive as chips
Nothing is added until you click it, one by one or with Add all
5 AI generations per mission, refines included

Requirements suggested by the FindFST AI Engine from the photos and details: skills, LOTO certification, parts, machine type and days needed — Suggested from the photos and details

Accepted suggestions on the mission form: parts to be supplied by the technician, the required skills and LOTO certification, scored rather than required — Accepted into the mission. Certifications are scored, not a gate

Correct it in plain words with Refine
The description is rewritten and the suggestions are worked out again
Skills the correction took out of the scope are offered for removal
If the refine changes the work itself, the title is updated too, with Undo

An AI drafted mission title and description for a Cerutti RB 1 rotogravure press encoder repair, with a refine instruction typed underneath — The first draft, with a refine typed underneath

The refined mission description, now asking the technician to bring a soldering iron and materials, with the mission dates — The refined description

Example: Cerutti RB 1 rotogravure press

Input: The machine, plus 2 photos: an oscilloscope trace captioned "encoder signals are not clean" and damaged Sub-D plugs captioned "needs new plugs and soldering"
Title: Cerutti RB 1 rotogravure press encoder repair
Requirements: 8 skills including Encoder Replacement & Setup and Soldering, LOTO certification, 2 parts (Sub-D connectors, rotary encoder), 1 day
Refine: "FST needs a soldering iron and materials" added a line asking the technician to bring them
Result: 10 matching technicians, top match 94%

FindFST AI Engine

The FindFST AI Engine: a recruiter's work, done better

It does the matching a recruiter would do, for every mission, across every verified industrial field service technician on the platform, and it shows its reasoning. No CV pile, no phone calls, no agency margin. This is what sets FindFST apart.

Reads your mission
The machine, brand, type, industry, skills and certifications the work calls for, plus the priorities you set: what matters most and where you could compromise.
Checks every verified technician
Each profile is compared with what the work needs. The best matches are scored from 0 to 100.
Shows its reasoning
Every score comes with the reasons behind it and the gaps, and updates by itself when your mission or a technician's profile changes.
Keeps learning
Every completed mission is recorded against the match that led to it: the score, the rating, whether the work ran on schedule. The engine is measured and tuned against those outcomes, so matching keeps improving.

A FindFST mission showing the FindFST AI Engine result: 10 matching technicians available and a top match of 94% AI match — On your mission once it is live: who matches, and how well.

Open the analysis to see each technician's score, what fits and why, then invite the ones you want.

Only structured profile data reaches the ranking, never free text, so nobody can write their way to the top. The score is advice: you choose who to invite and book.

Also in the engine

Company profile: your About section drafted as short bullets from your machines and addresses. Only city and country are used, never a street
Site inductions: upload the induction you give visitors, and the site requirements, arrival instructions and on-site contact are suggested from it, per address
Mission reports: the technician's summary can be drafted from their daily logs and photos, so the report reaches you in short, factual bullets

Build your profile from your CV

Upload your CV as a PDF, up to 10 MB
Skills, industries, machine types, brands, languages, bio, certifications, role title and phone number are suggested
Accept each one, or all at once. Nothing reaches your profile until you do
Dismiss a suggestion and it is not offered again
Companies can open your CV from your public profile

20 suggestions from one CV

A technician bio suggested from the CV in short bullets, with the choice to use this bio or keep the existing one — A bio in short bullets. Use it or keep yours

Example: An automation engineer's CV

Skills: 8, including PLC Troubleshooting, Commissioning & Startup and Siemens TIA Portal
Industries: 3, including Food & Beverage Manufacturing
Machine types: 6, including Filling Machine, Case Packer and Servo Drive
Brands: Siemens, Omron, Cognex
Bio: 9 years in FMCG, beverage and packaging lines, in 4 bullets

Turn past reports into proof

Upload service or inspection reports: PDF or image, 10 MB each, up to 20
Each report is read automatically after upload
Skills, machine types, brands and industries it shows are offered as chips
A summary is drafted. It stays private to you until you publish it
Companies only ever see the summary you publish

Seven suggestions read from a technician's service report: servo drive, VFD and motor control skills plus machine types, each accepted or dismissed — 7 suggestions from one servo drive report

Certificates, read not typed

Upload a certificate: its type, issuer, number and dates are read for you to confirm
No end date printed? An expiry is suggested from the certificate type, marked for you to check
A certificate that never expires can be marked as such
Skills named on it are offered as chips, like the CV and reports

Your match on every mission

Every mission you browse shows your AI match from 0 to 100
Sort the list by Match score
Open How this AI match works for the reasons, the gaps and what the company said matters
It is the same number the company sees for you
It updates by itself when you edit your profile or the company edits the mission

A score you cannot game, and nobody else can either

Only structured profile data is scored: platform skills, brands, machine types, industries, certifications and years of experience
Your bio and any free text never reach the ranking, so nobody can write their way to the top
Your rating and completed missions appear in the reasons, never in the number. Being new does not mark you down
Distance never changes the score

Mission reports in minutes

At the end of a mission, Generate with AI drafts the report summary from your daily logs and photos
4 to 8 short bullets, refined in plain words if you want
It lands in the editor. You change what you like before the company sees it

flat platform fee

The AI Engine is included. No charge per read, draft or match.
3% payment processing + 3% platform. That is the whole fee.
Charged on top of the technician's rate, never deducted from it.
The technician keeps 100% of what they quote.

Common questions

Does the AI decide who gets booked?

No. It scores and explains. The company chooses who to invite and book, and the technician chooses which missions to apply for. No payment, booking or approval step reads the score.

Can a technician raise their score by writing more?

No. The ranking only sees structured profile data matched to the platform's own lists: skills, brands, machine types, industries, certifications and years of experience. A bio, a name or any free text never reaches it.

Does being new to FindFST lower the score?

No. Rating and completed missions are named in the reasons, but two technicians who meet the mission equally get the same score.

Does distance change the score?

No. When a company says being nearby matters a lot on an on-site mission, the list is limited to technicians within 100 km instead. The score itself stays the same.

Why can a score differ by a few points?

The same pair can come back a few points apart, up to about 10, so scores a few points apart are effectively level. Each score is stored and only recalculated when the mission or the profile changes, or when the company asks for a refresh, so the number you see stays put.

Does the AI change anything without me?

No. Every draft, chip and suggestion waits for your click, and nothing reaches a mission, a machine or a profile until you accept it and save.

Which AI does it use?

Google Gemini models. The upload cards say so wherever a document is read.

See It on Your Next Mission

Add a machine, post a mission, and see who matches and why. Free to create an account.

Hire industrial field service technicians directly, matched by the FindFST AI Engine. No agencies, just a flat 6% platform fee, and the technician keeps 100% of their rate.