What Has to Land in Procore or Autodesk for a Team to Use AI Review?
Helonic is an AI construction drawing analysis platform for general contractors whose project teams work in Procore or Autodesk and will not adopt another tool. "My team will not open another tool" is usually accurate. Project engineers already check email, Procore or Autodesk, Bluebeam, and a schedule. An AI drawing review tool survives only if its results show up where the job already lives.
Direct answer. For a team that runs jobs in Procore or Autodesk, Helonic or any AI drawing review tool has to put confirmed findings into that system's RFI or issue log, with the sheet number, location, and question already written. One reviewer can work in the review screen. Everyone else should only ever see the result in the project system.
Who actually has to open the review tool?
One or two people. The reviewer who sorts findings needs the review screen, because that is where findings open on the sheet and get kept or dismissed. The PM, superintendent, and trades do not.
Plan the rollout around that split. Licensing ten seats for people who will never log in is how a tool gets labeled shelfware at renewal. Who should own the review seat is covered in who should own AI drawing review on a GC team.
What has to land in the project system?
| What lands | Why it matters |
|---|---|
| The RFI or issue itself | The PM answers and closes it in the log the owner and architect already watch. |
| Sheet number and location | Whoever opens it in Procore or Autodesk can find the spot without the review tool. |
| The question, already written | Nobody retypes a finding. Retyping is where adoption stops. |
| Discipline or trade | So it lands with the right person instead of in a general inbox. |
| A link back to the finding | Optional. Useful for the one person who wants the full context. |
Helonic pushes confirmed findings into Procore as draft RFIs through the Procore integration and into Autodesk as RFIs through the Autodesk integration. Nothing is pushed until a person confirms it.
What can stay in the review tool?
- The full findings list, including dismissed rows and the reasons.
- Findings resolved inside the team that never needed the architect.
- Revision comparisons and run history.
None of that belongs in the RFI log. Pushing every finding would bury the architect, which is the problem covered in whether AI drawing review creates more RFIs.
How do you test this before buying?
- Connect the tool to one pilot project, using a project engineer's sign-in.
- Push five kept findings.
- Ask the PM to answer them from Procore or Autodesk without logging into the vendor.
- Check that nothing had to be retyped and every RFI names the sheet.
If step 3 fails, the team will stop using the tool by the second job. Put this test in the pilot from how to pilot AI drawing review software, with the access limits from what access a vendor needs during a pilot. Workflow fit is one of the criteria in what to look for in an AI construction drawing review platform.
Practitioner insight
“My PMs live in Procore. If I tell them to go log into something else to see the comments, it's dead. The RFIs just showed up in the log with the sheet number on them, so they answered them like any other RFI.”
Conversations with operations managers at general contractors standardized on Procore who evaluated AI drawing review.
Frequently Asked Questions
Does the whole project team need to log into an AI drawing review tool?
What should an AI review tool send to Procore or Autodesk?
Does Helonic push findings into Procore and Autodesk?
How do you test the handoff in a pilot?
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