// Gear manufacturers · Inspection report files
The customer's gear inspection package, assembled from your records for your quality manager to sign.
When a gear job is finished, someone walks the shop's records: charts from the gear lab, hardness and case depth from heat treat, certificates from the mill, and the class the print states. In a free AI proof of concept, AI assembles that file and lists what's missing, working from copies of 20 to 30 packages your shop already signed. Your reviewer, the person who knows these packages best, sets each draft beside the one that shipped.
- Signed packages
- 20 to 30
- Measurements judged by the AI
- None
- Reports signed by the AI
- None
// The one job
From scattered shop records to one file a quality manager can check
An inspection requirement can come from the print, the purchase order or a specification either one names. The evidence sits all over the building: profile, lead, pitch and runout charts from the analyzer, a microhardness traverse for the case, surface and core hardness, temper etch or particle inspection sheets, the mill's certificate, and the traveler that ties them to a serial or lot.
For the test, AI reads copies of those records and assembles the package in your layout: a cover naming the print, revision and stated quality class, each record listed with its source, and a list of what the requirement asks for that the file doesn't hold. It copies measured values and passes no verdict on them. Whether a gear met its class is for your quality manager to say.
for your quality manager
// What makes it hard
What a chart and a case depth number leave unsaid
A chart belongs to the method that produced it. Under AGMA 2000-A88 a trace passed if it stayed inside a K-shaped band. ANSI/AGMA 2015-1-A01 uses line-fit analysis and reports total, slope and form deviation, as Edward Lawson explained in Gear Technology in 2004. What a job needs depends on its grade: Louisiana's movable bridge chapter lists cumulative and single pitch for the low accuracy group, adds total profile and lead for the medium group, and adds slope and form for the high group. So the file notes which document each chart was run to, and lists any chart your quality manager's checklist calls for that isn't there.
The instrument has a paper trail too. ISO 18653 addresses traceability, calibration intervals and sources of measurement error. Robert Frazer and Steven Wilson observed in Gear Technology in 2010 that uncertainty is seldom considered until a dispute, usually a customer's machine against a supplier's. Lawson wrote that a master gear without a current report from an accredited laboratory, stating its uncertainty, is of no value for calibrating a measurement process. Where a customer wants that evidence, the package shows the master's report and date, or marks it missing.
Case depth depends on whose definition you use. In Gear Technology for January/February 2020, Robert Errichello and Andrew Milburn put the European effective case depth at 550 HV and the US one at 50 HRC, which reads deeper, with no easy conversion between them because the hardness gradient varies by gear, steel and process. Some laboratories report both. They place separate readings at mid-height of the flank, at the root fillet and at the tip, take core hardness on the root circle, and note that a typical drawing states depth after final machining. So each case depth on the file shows its definition, location and stage, and the list picks up any of those a heat treat sheet omits.
Some records describe and leave the verdict open. ANSI/AGMA ISO 14104-A17, on surface temper etch after grinding, replaced ANSI/AGMA 2007-C00. MPMA's catalog says it classifies what an etch shows and holds no acceptance or rejection criteria, and the ISO scope leaves out nitrided parts and stainless steels, so the limit has to come from the print or the customer's spec. AGMA 923-C22 works the other way, giving acceptance criteria by heat treatment and grade number, so a metallurgical record only makes sense beside its grade. A 2010 Heavy Movable Structures paper shows one buyer pattern: rotating parts ultrasonically examined before machining and magnetic particle examined after, gearing checked for lead, profile, tooth spacing and runout, with some authorities wanting Q8, some Q9 and some Q10.
What goes to the customer is a decision. A 2008 paper at the same symposium argued that submittals for bridge reducers should stop at outline drawings, gear rating calculations and material certifications for gearing, since proprietary information is at stake. So the draft separates what the requirement names from what merely sits in your files. Your reviewer, usually the quality manager, checks that the right job's records were found, every missing item is real and nothing was called good or bad. Read this as a summary of public papers and standards listings, not as engineering advice.
// What you send
Packages your quality office already signed
20 to 30 signed packages
Each package as it shipped, with the print, the PO and any specification that set the requirement. Include one that was held up for a missing record.
The records behind them
Analyzer charts and any composite test, hardness and case depth sheets, temper etch or particle reports, mill certificates and travelers, as PDFs, printouts or scans of a binder.
Your package layouts
The cover sheets and checklists you use today, by customer where they differ.
Calibration paper, where customers ask for it
Reports for masters, hardness testers and gauges that sit in the file for those jobs.
NDA first, nothing live
Signed before any record moves. No login to your shop system or gear analyzer, and no live report opened. Where records can't leave the building, we build look-alike jobs with you that keep the same record types and gaps.
// Before it starts
Agreed before any chart is copied
A signature carries your shop's name, so the owner and quality manager fix these first.
- Your reviewer
- The owner's choice, most often the person who signs these reports
- Requirements
- How each customer's list is read from the print, PO or specification
- Success criteria
- In writing: records found, missing items caught, nothing judged
- Who signs
- Your quality manager, in the test and live
- Price
- A range for running it live, given before any chart is copied
// How it's scored
Each signed package, set beside its draft
| On the same 20 to 30 finished jobs | The package you signed | The draft file |
|---|---|---|
| Right print, revision and serial or lot on the cover | Filled in on your jobs | Filled in on your jobs |
| Quality class and document as the print states them | Filled in on your jobs | Filled in on your jobs |
| Analyzer charts matched to the job | Filled in on your jobs | Filled in on your jobs |
| Case depth with its definition, location and stage | Filled in on your jobs | Filled in on your jobs |
| Material certificates tied to the job | Filled in on your jobs | Filled in on your jobs |
| Items required but not on file | Filled in on your jobs | Filled in on your jobs |
| No measurement called good or bad | Filled in on your jobs | Filled in on your jobs |
| Time from records in hand to a file ready to check | Filled in on your jobs | Filled in on your jobs |
// After a yes
About 30 days on jobs ready to ship
After a yes, each job nearing shipment gets a drafted file for about 30 days, with time left to go find a missing chart.
Your quality manager reviews every file, decides what each measurement means and signs it. Nothing leaves without that signature, and any further job is its own decision at its own price.
// Possible next jobs
What could follow the inspection file
- 01Next
Gear print quote requests
The print at the front of the job read into a sheet for your estimator, including the report it asks for.
- 02Then
Heat treat request forms
Case depth, hardness and definition from the print written onto the request that goes to your heat treater.
- 03After that
Customer complaint replies
A customer's complaint on a gear laid beside that job's package, for whoever answers it.
// One hard limit
It never judges a measurement and never signs a report.
The test uses copies alone. No shop system, gear analyzer, live quote or live inspection report is ever opened. It prices nothing, says nothing about whether a gear passes or a class was met, and puts no signature on anything. Your quality manager reviews and signs every report, an estimator still approves every quote, and defense and aerospace work stays out of the sample.
Priced per job. You get a range before the proof of concept and a fixed price before you sign.
Rob bases the range on how many jobs ship with a package each month and how many record types sit behind each one.
// Questions
Questions from gear quality managers
Will the AI tell us whether a gear met its class?
Does it read the charts from our gear analyzer?
Some of our charts live on paper in a binder. Do they count?
Our heat treat is done outside. Can those records be in the sample?
One customer wants its own report form. Can the draft follow it?
Will our customers see any of this during the test?

Rob Eason, founder
// Book a proof of concept call
Bring a package your quality manager had to chase.
Half an hour with Rob on your shop, your role, the job to test and how many jobs ship with an inspection package each month. Charts, certificates and reports stay with you until the NDA is signed.
- Co-owned a 60-employee financial services firm and sold his share to his partner.
- Ran GOSO Technologies, a Boston solar company rated 5/5 across 24 Google reviews.
- 5/5 across 83 reviews in HighLevel's Certified Admin Directory.
- 4.3/5 from 6 Google reviews of Massmarket AI.
- Every directory and Google review, critical ones included, is shown word for word at massmarket.ai/reviews.
- Takes every proof-of-concept call himself.
