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Pelles AI vs MeltPlan

Two AI-first preconstruction tools that read drawings, specs and bid documents, sold to different sides of a bid. Pelles AI is an AI platform for MEP and specialty trade contractors, with ready-made tools (DoubleCheck, a contradictions report, revision compare, cited answers) plus apps and agents a team builds itself. MeltPlan is an AI preconstruction platform for general contractors, from concept to GMP, with products for bid leveling (Melt Bid), document review (Melt Review), takeoff (Melt Takeoff) and code research (Melt Code). Partly like-for-like on document review (our reading). Desk research from vendor sites read Nov 3, 2026; no winner.

DESK RESEARCH FROM VENDOR SITES. Compiled from vendors' public websites (accessed Nov 3, 2026). Vendor claims are not verified by Means & Methods Lab. No scores or rankings.

In short: Pelles AI (AI platform for trade contractors; no public prices (quote / sales)) vs MeltPlan (AI preconstruction; no public prices (quote / sales)). Facts last checked Nov 3, 2026. No winner declared; desk research from vendor sites.

Side by side

Pelles AI vs MeltPlan: vendor-published facts side by side
Sheet rowPelles AIMeltPlan
CategoryAI platform for trade contractorsAI preconstruction
AI role (our label)AI-firstAI-first
What it doesAI platform for trade contractors that the homepage describes as turning a company's knowledge, documents and workflows into an AI-powered operating system (headline: "You always knew how it should work. Build it."), for estimating, contract review, operations and closeout. The navigation lists Pelles Core and Pelles Build. Its FAQ says Pelles Core is ready at login with DoubleCheck, Compare, Reports and Agents plus a knowledge base and chat (the platform section lists cited answers, deep research, revision compare and checklists), and Pelles Build lets a team build its own apps and agents by describing the work in plain words; the vendor says the code behind your apps is yours. Agents can be texted, messaged in Teams or emailed and draft RFIs or changes for review; apps read from and write back to Procore, Autodesk, Trimble, ERPs, Excel, files and email, with 25+ integrations listed and a mobile app. The FAQ says Pelles is for mechanical, electrical, plumbing and specialty trade contractors, that teams usually start in estimating and preconstruction, that it works alongside Procore, ACC, Trimble and Microsoft 365, and that it is not a takeoff tool (it reviews drawings, specs and contracts and produces deliverables such as RFI lists and contradiction reports; Count & Measure (beta) checks counts against a schedule). The security section lists SOC 2 Type II attested, CCPA and CPRA alignment, AWS hosting, SSO and roles, permission-aware retrieval, isolation per project and no training on customer content (vendor statements). It also runs a BuildAI Academy for learning AI in construction. Project, page and task counters, hours-saved estimates, time-savings percentages and testimonials are not used.AI-first preconstruction platform for GCs, from concept to GMP: document review, quantity takeoff, scope sheets, bid leveling, cost benchmarks and code research. Products are Melt Bid (scoping, tabulation and leveling of sub proposals read as PDFs, Word files, Excel sheets or emails into your own bid tally template, in a web app or Excel plugin, with every value linked to its source proposal; an up-to-date cost database is listed as coming soon), Melt Review (document review and precon reports on hidden costs), Melt Takeoff (AI quantities reviewed by experienced estimators) and Melt Code; its FAQ also names Melt Schedule, says most teams start with Melt Bid or Melt Review, and covers commercial, healthcare, residential and industrial work. The site has a For Developers solution page. It names integrations with Google Workspace, Microsoft 365, SharePoint, Box and BuildingConnected. On data, it says bid data and cost history are never used to train its or third-party models (stated as contractually guaranteed), each organization's data is isolated and encrypted, and a customer that leaves gets a full export and written confirmation that everything, backups included, was deleted (vendor statements). Output, accuracy and hours-saved figures and customer quotes are vendor claims and are not used.
Who it's forTrade contractors' precon, legal, operations, field, and executive teams (MEP trades named).General contractor precon teams.
Pricing (as publicly stated)Not publicly listed. The vendor site has no pricing or plans link, and /pricing returns a not-found page. The homepage FAQ says Pelles is priced by team or company, with unlimited usage and no per-token or usage-based billing. The call to action is Book a demo, which offers to run DoubleCheck and a contradictions report on a real bid set from your trade in 30 minutes, and the FAQ page answers the free-trial question with personalized demos on your own project documents. Confirm pricing with the vendor.Not publicly listed (custom quote; no rates on the pricing page). The page says MeltPlan prices on the square footage run through the platform (everything you pursue and win, tracked automatically from uploaded plans and specs, with the rate set on actual volume each billing period), with a per-square-foot rate that drops at set volume tiers and with more MeltPlan workflows, unlimited users, projects and storage, dedicated onboarding and support, and bundle pricing across product lines. The quote form asks for company type (general contractor, specialty contractor, owner/developer, government or architecture firm) and annual construction volume in bands from $0-5M to $100M+. The FAQ refers to a calculator that did not render in our read.
User reviewsNo reviews yet. Read or writeNo reviews yet. Read or write
Vendor links
Sources

Facts last checked: Nov 3, 2026. Prices change; check the vendor page before relying on them.

Where the vendor descriptions differ

  • Buyer: Pelles AI's FAQ says it is for mechanical, electrical, plumbing and specialty trade contractors and that teams usually start in estimating and preconstruction. MeltPlan names general contractor precon teams, and its quote form also lists specialty contractors, owners and developers, government and architecture firms as company types.
  • Document review: Pelles AI lists DoubleCheck and a contradictions report on a bid set, revision compare, checklists and cited answers, and says it produces deliverables such as RFI lists. MeltPlan's Melt Review covers document review and precon reports on hidden costs.
  • Bids and takeoff: Melt Bid scopes, tabulates and levels sub proposals read from PDFs, Word files, Excel sheets or emails into your own bid tally template, in a web app or Excel plugin, with each value linked to its source proposal; Melt Takeoff produces AI quantities reviewed by experienced estimators. Pelles AI's FAQ says it is not a takeoff tool; Count & Measure (beta) checks counts against a schedule.
  • Building your own: Pelles Build lets a team describe a workflow in plain words to build its own apps and agents, and agents can be texted, messaged in Teams or emailed. MeltPlan offers its named products (its FAQ also names Melt Schedule) and does not describe custom apps.
  • Systems: Pelles AI says its apps read from and write back to Procore, Autodesk, Trimble, ERPs, Excel, files and email, with 25+ integrations listed. MeltPlan names Google Workspace, Microsoft 365, SharePoint, Box and BuildingConnected.
  • Data (vendor statements): Pelles AI lists SOC 2 Type II attestation, AWS hosting, permission-aware retrieval, isolation per project and no training on customer content. MeltPlan says bid data and cost history are never used to train its or third-party models (stated as contractually guaranteed), each organization's data is isolated and encrypted, and a customer that leaves gets a full export and written confirmation of deletion.
  • Pricing (read Nov 3, 2026): neither publishes rates. Pelles AI's FAQ says it is priced by team or company, with unlimited usage and no per-token billing, and its demo runs DoubleCheck and a contradictions report on a real bid set. MeltPlan prices on the square footage run through the platform, with a per-square-foot rate that drops at volume tiers, unlimited users, projects and storage, and a custom quote.
  • AI tags: we tag both as AI-first.
  • Not used here: Pelles AI's project, page and task counters, hours-saved estimates and testimonials, and MeltPlan's output, accuracy and hours-saved figures and customer quotes (vendor material). Facts for both tools come from vendor websites (desk research).

Paraphrased from the sources listed above. Vendor claims are reported as claims.

What users say

The facts above come from vendor websites. Whether either tool is any good for your work is something only people who use them can say. These are member reviews, all ratings shown, never edited or removed for being negative.

Used either of these? Share your take

Good or bad, an honest review from an estimator, PM or super helps the next team more than another vendor demo. You post under a handle; your email is never shown.

Questions to ask in your review

  • How each handles a full bid set for your trade or project type, and how many flagged items hold up on review
  • Whether a trade contractor and a GC would use them on the same project, and how findings would be shared
  • What each costs for your team size or annual square footage
  • What did you use it for, on what kind of work and project size?
  • How long did setup and training take, and who on your team did it?
  • What does it cost you in practice, compared with what the sales call said?

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