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Davis AI vs Endra

Two AI-first offerings that sit early in design, but for different buyers. Not like-for-like (our reading): Davis AI is a Paris architecture firm that says it does not sell software and instead delivers feasibility studies and architectural designs in days, with its own architects checking each stage; Endra is an MEP design platform with live electrical design, mechanical listed for 2027 and plumbing in development, plus two-way Revit sync for engineering firms. Neither publishes prices. Desk research from vendor sites read Nov 4, 2026; no winner.

DESK RESEARCH FROM VENDOR SITES. Compiled from vendors' public websites (accessed Nov 4, 2026). Vendor claims are not verified by Means & Methods Lab. No scores or rankings.

In short: Davis AI (AI feasibility & design service for real estate; no public prices (quote / sales)) vs Endra (AI MEP engineering design; no public prices (quote / sales)). Facts last checked Nov 4, 2026. No winner declared; desk research from vendor sites.

Side by side

Davis AI vs Endra: vendor-published facts side by side
Sheet rowDavis AIEndra
CategoryAI feasibility & design service for real estateAI MEP engineering design
AI role (our label)AI-firstAI-first
What it doesParis-based AI-assisted architecture firm that says it delivers feasibility studies and architectural designs in days, not months, pairing AI with architect judgment at each stage. It says it does not sell software but delivers results. The homepage says Davis ingests a client's data rooms, enriches them with regulatory, market and site data gathered by its own agents, turns that into regulatory, financial and architectural constraints, and has its team validate each stage. Listed services: feasibility studies, regulatory analysis, investment analysis, volumetrics, floorplans, unit-mix optimization and space planning. A May 1, 2026 technology post introduces Gaudi-1, a proprietary discrete-diffusion floor-plan generation model, says its in-house architects stay in the loop, and claims state-of-the-art results on the RPLAN and MSD benchmarks (vendor claim, not verified). The site announces a $5.5M raise.AI-powered MEP design platform with live electrical design, mechanical listed for 2027 and plumbing in development, plus two-way Revit sync. Electrical is listed as live: power distribution, lighting and fire alarm, with unit placement, circuiting, cable and equipment sizing, and routing. Mechanical (HVAC routing, energy modeling, simulation, calculations) is listed with an ETA of 2027; plumbing is shown as To be announced on the product overview and In development in the menu. Endra Power Studio outputs the electrical 3D model, Revit model, single line diagrams, drawings, panel board schedules, cable schedules, electrical equipment schedules, load calculations and bill of materials. Playbooks encode a firm's design standards (its demo shows an engineer giving the agent a plain-language instruction against a room data sheet), agents handle tasks such as cable routing, typical-room design is replicated across a project, and models sync both ways with Revit. A Diagnostics feature compares model versions and flags added, removed and relocated items. The platform is rolling out in the U.S., UK, EU and Middle East; Endra says it does not train on input models, lists ISO 27001, SOC 2 Type II, Cyber Essentials Plus and GDPR (vendor statements), links a Trust Center and status page, and notes it is not affiliated with the NFPA or BSI while applying standards such as NFPA 70 and NFPA 72. The menu links Epoch, a recap of an Endra event held Sept 14, 2026 at AREA15 in Las Vegas with session videos. Productivity and survey figures are vendor claims and are not used.
Who it's forReal estate developers and investors evaluating sites and early designs.MEP engineering firms and electrical engineers designing buildings in Revit.
Pricing (as publicly stated)No public prices: the vendor site has no pricing or plans link in its navigation or footer, /pricing and /plans return a not-found page, and the call to action is Book a demo. Confirm current pricing with the vendor.Not publicly listed. The vendor site has no pricing or plans link, and /pricing and /plans return a not-found page. The call to action is Book demo (a 30-minute session). Confirm current pricing with the vendor.
User reviewsNo reviews yet. Read or writeNo reviews yet. Read or write
Vendor links
Sources

Facts last checked: Nov 4, 2026. Prices change; check the vendor page before relying on them.

Where the vendor descriptions differ

  • What you buy: Davis AI says it delivers results (feasibility, regulatory and architectural work) rather than a software license. Endra sells a design platform for MEP engineers working in Revit.
  • Who each names: Davis AI targets real estate developers and investors evaluating sites and early designs. Endra targets MEP engineering firms and electrical engineers designing buildings.
  • Scope: Davis lists feasibility studies and architectural designs, with agents that enrich client data rooms with regulatory, market and site data before its team validates each stage (vendor statements). Endra lists electrical as live (power distribution, lighting, fire alarm, circuiting, cable and equipment sizing, routing), mechanical with an ETA of 2027, plumbing in development, plus Playbooks, agents and two-way Revit sync.
  • Pricing (read Nov 4, 2026): Neither publishes prices. Davis AI's call to action is Book a demo; Endra's is Book demo (a 30-minute session). See each tool page for detail.
  • Not used here: days-not-months speed claims, customer quotes and ROI figures (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

  • Whether you need an architecture feasibility service for a development site or an MEP design tool for building systems in Revit
  • What either charges for your project or seats
  • How Davis AI handoffs land in your architect's or engineer's tools, and how complete Endra's mechanical and plumbing modules are for your discipline
  • 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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