// AI for precast concrete manufacturers
AI for precast concrete manufacturers, tested on projects you already quoted.
For plants casting underground utility structures, box culverts, vaults and architectural or structural pieces for commercial and public work. Begin with a structure schedule quote, or with the quality record package a project requires. Either one runs as a free AI proof of concept on copies of 20 to 30 projects you've closed out. Nobody signs in to your estimating, production or quality system. Your reviewer, the person on your team who knows that work best, rules on the result.
- First job
- Structure schedule quotes, or quality record packages
- From you
- 20 to 30 closed projects, copied after the NDA
- Stays untouched
- Estimating, production and quality systems, live bids and submittals
- Never
- A piece cleared, a load confirmed, a defect accepted
- Reviewer
- Named by the owner before anything starts
- Price
- Range first, fixed price before signing
// Jobs we would test
Start at the estimating desk or the quality office
Structure schedule quotes
A project's plan set, structure schedule and specification read into a draft piece list: structure types and sizes, inverts and depths, pipe openings, load rating, joints and sealants, and the details the drawings leave open for your estimator.
See the structure schedule pagePlant quality record packages
A project's required documents assembled from plant records: batch and cylinder break records, reinforcing mill certificates, pre-pour and post-pour inspection sheets, and the pieces or dates with a record missing, for your quality manager to review.
See the record packages pageShop drawing logs
Each project's shop drawings listed by revision, review stamp and release date, for your drafting lead to keep current against what is cleared to cast.
Shipping paperwork
Delivery tickets and state shipment reports drafted from pour records and load lists, for the person who signs them.
// Why these two first
A precaster's closed projects already show the right answer
One word can point to four standards. A schedule row reading manhole, vault, box or structure could fall under any of several specifications. ASTM C478 is written for circular vertical manholes and structures in sewer, drainage and water work. ASTM C913 covers precast water and wastewater structures and sets aside concrete pipe, box culverts, utility structures and anything already under C478. ASTM C1433 is for single-cell monolithic box sections used as culverts and for storm water and sewage. ASTM C858 takes underground utility structures and excludes pipe, box culverts and C478 manholes. Your estimator sorts all of that out before pricing anything, and each past quote records how it came out, which makes the job fair to judge.
The plant gets certified, the piece doesn't. The National Precast Concrete Association's FAQ on its certification program says plainly that it does not certify products. A representative of an independent engineering firm audits each plant once a year, unannounced after the first visit, across pre-pour, casting, curing, stripping and repair work, post-pour and final inspection, and quality control recordkeeping. The Precast/Prestressed Concrete Institute has each plant write its own Quality Systems Manual and audits architectural products against one manual, MNL-117, and bridge and commercial structural products against another, MNL-116. A package citing the wrong program or manual is the kind of slip your quality manager catches by hand today.
States stack their own paper on top. Georgia keeps certified drainage and manhole plants on Qualified Products List 4, and a plant without continuous approval from before January 2024 now needs American Concrete Pipe Association QCast or NPCA certification to get there. Indiana's department-certified producer program, ITM 813-26, accepts ACPA, NPCA or PCI plants (Group B1 or C1, or their A versions), wants audit documents in within 60 days of an audit, and can pull a plant from its list for casting before required working drawings come back marked no exceptions taken. Maryland asks for a binder of 20 numbered tabs, ready four weeks before the annual inspection, down to the latest mill certifications and delivery tickets for welded wire and deformed bars and a copy of each quality control stamp with its holder's signature.
Underground work bids by the structure. Deer Park, Texas, in its specification for precast concrete manholes, pays per each at various depths, measures that depth from the flow line to the top of the casting, and sets the live load at H-20 and/or H-20-S16. A contractor's number there depends on getting every structure, its depth and its load line right. That is the same information your estimator's finished piece list holds, which is why the quoting job has an answer key sitting in your files.
Architectural and structural work asks for other paper. The University of Houston's master section for structural precast, 03 41 00, wants erection drawings identifying each member, production drawings with reinforcing, lifting devices and estimated member weights, and every shop drawing sealed by a professional engineer licensed in the project's state. Its architectural section, 03 45 00, adds at least three finish samples about 12 inches square and a full-size sample of each required unit. There the piece list is built member by member instead of structure by structure, and the test can start on that side of the plant if that's where your estimating sits.
One limit covers both jobs. The proof of concept never touches your estimating, production or quality system or a live bid or submittal. It never decides that a piece meets a specification, that a structure carries a load or that a defect is acceptable. An estimator checks every piece list, and a qualified quality person or engineer signs every package. Defense and aerospace work stays out of the test. The standards and agency programs on this page are named so you can place them, and none of it is legal or engineering advice.
// How the test runs
Three steps, on work the plant has finished
- Step 01
Pick the desk, name the reviewer
Your owner names the reviewer, most often a chief estimator for quotes or a quality manager for packages. Success criteria in writing, a price range for the live job and a signed NDA are all settled before a file leaves the plant.
- Step 02
Run it on closed projects
Send 20 to 30 quoted projects with their plan sheets, schedules, specifications and the piece lists your estimators built, or 20 to 30 shipped projects with their plant records and the packages that went out. We call this the sandbox: a free AI proof of concept on your own files. Anything that can't leave the plant gets look-alikes, built alongside your reviewer.
- Step 03
After a yes, about 30 days live
New projects run through the same job for about a month, and someone on your staff approves each piece list or package before it goes anywhere. A second job waits for its own decision and its own price, and monthly support comes once one is running.
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: projects quoted each month, plants you run, and how many different owners' document sets your quality office works to.
// Questions
What precast owners ask first
Do you need access to our estimating or quality software?
Will the AI tell us a structure is rated for the load?
We cast manholes, vaults and box culverts. Do we need separate tests?
Our plant is NPCA or PCI certified. Does that change anything?
Can state DOT and public owner projects be in the sample?

Rob Eason, founder
// Book a proof of concept call
Start with last year's quoted projects.
Half an hour with Rob: your plants, your role, what you cast, the job you'd test first and roughly how many projects you quote in a month. Plans, schedules and plant records 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.
