// AI for calibration laboratories
AI for calibration laboratories, starting with the certificates you already released.
For commercial labs that calibrate gauges, meters, weights, pipettes and test equipment for plants, utilities and other labs, at the bench or on a customer's floor. Two jobs make a fair first test: calibration certificate reviews before release, or out-of-tolerance notices built from your as-found readings. Either one runs as a free AI proof of concept on copies of 20 to 30 jobs your lab has closed. Your reviewer, the person on staff who knows that paperwork best, decides whether it passed.
- First job
- Certificate reviews, or out-of-tolerance notices
- From you
- 20 to 30 closed jobs, copied once the NDA is signed
- Untouched
- Your calibration system, customer portals, live records
- Never decided by AI
- In or out of tolerance, an uncertainty, a release
- Reviewer
- Named by the owner before anything moves
- Price
- Range now, fixed price before signing
// Jobs we would test
Begin at certificate release or at the as-found bench
Calibration certificate reviews
Each certificate checked before release against the customer's PO and your own template: instrument identity, as-found and as-left data, reference standards and their due dates, conditions, the uncertainty line and the scope line. Differences listed for your authorized signatory.
See the certificate review pageOut-of-tolerance notices
When as-found readings miss tolerance, a customer notice drafted from what your technician recorded, set against that customer's written notification terms, with any gap named for your quality manager to settle before it goes out.
See the notices pageReference standard impact lists
When one of your own standards comes back out of tolerance, every customer instrument it touched since its last good calibration, gathered from job records into one list for your quality manager.
Customer requirement sheets
Each account's PO cover letters and supplier quality terms condensed into one sheet per customer, so the bench sees points, data and signatures that customer expects before work starts.
// Why these two first
Your certificate is the record your customers' own audits run on
The document is the deliverable. NIST Handbook 150-2, the October 2024 edition of NVLAP's calibration program handbook, uses the term calibration report and treats calibration certificate as an equally good name for the same thing. That program began taking applications in 1994 and now spans eight fields of calibration. Whatever a lab calls it, the paper that leaves with the instrument is what the customer pays for and keeps.
Field work lands on the same desk. Many NVLAP-accredited labs send a technician from the main lab to calibrate at a customer's site, and that service shows on the scope. Where accredited field work is done by staff based somewhere other than the main facility, the handbook adds requirements, among them that every signatory attends the initial assessment of the main facility. A certificate written in a plant's maintenance shop goes through the same release review as one written at the bench, so a check that catches gaps helps both.
Utilities write your work into their rules. In Texas, an electric utility sends reference standards of every kind once a year, or on a schedule the state's Public Utility Commission approves, to a standardizing laboratory of recognized standing for test and adjustment. Its shop and portable meter test instruments are compared with a reference standard at least every 120 days while in regular use, and each must travel with a certified calibration card, signed by the proper authority and dated. For the reference standards a utility sends you, your certificate's dates are where its own records start.
Plants file your paper in their programs. Federal drug rules have automatic, mechanical and electronic equipment calibrated, inspected or checked under a written program, with written records of those checks kept. When an instrument from such a plant arrives out of tolerance, your notice is one of the papers that program has to answer, which is why the second job matters as much as the first.
Some states register the field side. Michigan's weights and measures program registers the service agencies that place commercial scales and meters into service, remove official rejection tags or return condemned devices to use. Registration, which runs two years at a time, means passing exams on NIST Handbook 44, the state act and each device type, and documenting the certified test standards the agency holds. A lab doing that work keeps one more set of standards papers current.
The label and the certificate must agree. A2LA's rules on references to its accreditation say a calibration label carrying its symbol shows the lab's name, its A2LA certificate number, the equipment's identification and the date of the current calibration, with a cross-reference to the certificate where those don't make the link. In both jobs, nothing is released or sent by the proof of concept, nor does it decide tolerance or compute an uncertainty. It works only on copies, and your signatory or quality manager signs every record. The rules on this page are summarized for context, not as legal or technical advice.
// How the test runs
Three steps on paperwork you already closed
- Step 01
Pick the job and the reviewer
The owner names the reviewer, usually an authorized signatory for certificate reviews or the quality manager for notices. Success criteria in writing, a price range for the live job and a signed NDA come first.
- Step 02
Run on copies of closed jobs
Send 20 to 30 jobs with their work orders, data sheets, certificates and any notices sent. We call this step the sandbox: a free test on records your lab finished long ago. If customer names or serial numbers can't leave, your reviewer helps us build look-alike jobs.
- Step 03
A month on new work after a yes
New certificates or new as-found failures go through the same job for about 30 days. A signatory approves every certificate and the quality manager approves every notice before anything leaves. Adding a second job is decided later, on its own price.
Priced per job. You get a range before the proof of concept and a fixed price before you sign.
Rob sets the range on the call from three counts: certificates released each month, certificate templates in use, and customers with their own written calibration terms.
// Questions
What calibration lab owners ask first
Does the test connect to our calibration management software?
Will the AI decide whether an instrument was in tolerance?
Can it check our uncertainty statements?
Can on-site calibrations be part of the sample?
Does this change anything for our accreditation?

Rob Eason, founder
// Book a proof of concept call
Start with last month's released certificates.
Thirty minutes with Rob: your lab, your role, whether certificate reviews or out-of-tolerance notices should go first, and roughly how many certificates you release a month. Customer records stay in your lab 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.
