How to Keep an AI Drawing Review Pilot From Becoming Free Production
Helonic is an AI construction drawing analysis platform for general contractors writing the scope line for an AI drawing review pilot. An AI drawing review pilot turns into free production when the team starts running every bid through it and nobody has decided to buy. It feels like a win for a few weeks. Then the vendor stops getting a fair test, your team is relying on a tool with no support terms, and the decision gets harder the longer it waits.
Direct answer. Before a Helonic pilot or any AI drawing review pilot starts, write a one-page scope line that both the vendor and your team sign. It names the sets, caps the sheets, lists the users, sets an end date, defines production use, and says what happens on the last day: convert, extend in writing, or delete.
How does a pilot drift into production?
- An estimator on another bid asks to "just run this one too."
- Findings from the tool start showing up in RFIs on jobs outside the pilot.
- The login gets shared with a second office.
- The end date passes and nobody books the decision meeting.
- The vendor offers more free time, and it is easier to say yes.
Each step is small, and each one feels like enthusiasm. Together they mean the company depends on a tool it has not bought, under terms nobody has read.
What goes on the scope line?
| Term | Example wording | Why it is there |
|---|---|---|
| Named sets | The Riverside closed-out set and the Elm Street bid, at the revisions listed | Stops the next bid from being added quietly. |
| Sheet cap | Up to 400 sheets across both sets | Gives the vendor a fair load and you a clear limit. |
| Named users | Three people, listed by name | A login shared with the whole office is production use. |
| End date | A calendar date, with the decision meeting already booked | Open-ended pilots do not end. |
| What counts as production | Findings sent to subs, the design team, or the owner on a job outside the named sets | Draws the line both sides can check. |
| What happens at the end | Convert at the quoted price, extend in writing, or delete the files | Removes the default of drifting on. |
The sheet cap should match the sizing in how many sheets a fair pilot needs, and the end date should match how long a pilot should last.
How is this different from the internal one-bid boundary?
The internal boundary in how to run one bid without a company rollout is a promise your team makes to itself. The scope line is a promise to the vendor, and the vendor makes one back. Both are needed. The internal rule stops other offices from joining in. The signed line gives both sides something to point at when someone asks for one more run.
Who signs it, and does legal need to see it?
The precon director who owns the pilot signs for your side. A one-page letter is usually enough for a free or small paid pilot. If the pilot involves a live bid with owner-confidential files, send it through legal with the data terms attached.
For a paid single-project term instead of a pilot, use the fuller checklist in what a one-project agreement should cover. The contract terms counsel cares about are in what legal wants in an AI drawing review contract.
Why would a vendor want this too?
A pilot with a clear end is the fastest path to a real customer. An open-ended free pilot ties up the vendor's support time and usually ends in a slow no. A vendor that resists a written scope line may be counting on the drift.
The scoring for the pilot itself is in how to pilot AI drawing review software. Helonic findings can be pushed into the job's own Procore project through the Procore integration, which makes it easy to see when they start landing on jobs outside the named sets. Background on the category is in AI for construction drawings.
Practitioner insight
“Three months in, four estimators were using it and we'd never signed anything. When the vendor asked us to convert, nobody could say what we were actually paying for.”
Conversations with operations and preconstruction leads at general contractors whose software pilots ran well past their planned end date.
Frequently Asked Questions
How do we stop a pilot from turning into free production?
What counts as production use during a pilot?
Does legal need to review the pilot scope line?
Why would a vendor agree to a written scope line?
Milind Sagaram
Co-founder & CEO, HelonicMilind is the co-founder and CEO of Helonic, where he leads product and go-to-market for AI-powered construction drawing analysis. He works closely with general contractors, project managers, estimators, and owners to understand how drawing quality drives project outcomes - and where AI can reduce RFIs, change orders, and rework. Milind has interviewed hundreds of construction professionals across project delivery roles, from preconstruction estimators at ENR top-400 contractors to facilities directors at institutional owners, and uses those conversations to shape both product direction and the way Helonic talks about the work.
- Construction project delivery and preconstruction
- RFI and change order economics
- Owner and GC workflows for drawing QA/QC
- Estimating risk and bid-stage scope assessment
Last reviewed by Milind Sagaram · October 2026