TestFit tests the site.
Ruh AI runs the business after it.
TestFit generates site plans and feasibility before design begins. Ruh deploys AI employees that do the work once the deal is real, estimating, invoices, reports, and follow-up, inside the tools your team already uses.
One AI workforce for estimating, accounts payable, marketing, and sales. Custom built, live in about a week.
Ruh AI
10 functions
A feasibility tool, or a workforce.
Both use AI now. They solve very different sized problems. Here is the honest framing of each.
TestFit
A generative feasibility and site-planning tool. TestFit produces site configurations, unit mixes, and parking with instant feasibility, before design begins. Powerful, and fixed to early planning.
- •Scope: pre-development feasibility and site planning
- •Stops before design and construction
- •No bid-grade estimating, AP, or back office
- •No sales, marketing, or cross-department AI
Ruh AI
A digital workforce for construction. AI employees that estimate, invoice, market, and sell across your business, built around your exact workflows and run inside the tools you already use, with human approval.
- Scope: estimating, AP, marketing, sales and more
- Custom AI employees and workflows built for you
- Works inside your own tools, with human approval
- One workforce, higher ROI than a stack of tools
Built with construction teams, running in their tenants.
Ruh runs inside each customer's own environment, against the tools their team already trusts. Several engagements are under NDA, so the work is shown without naming the firm. Every workstream below is ready to deploy in your business.
National AP, modernized
Replaced a five-stage manual invoice cleanup with an automated pipeline straight into VIM and JD Edwards E1.
Invoice cycle time cut ~70%
Paperless invoice ops
Egnyte-native document matching with automated Bluebeam stamping. No more manual routing across the district.
12+ hrs/week saved per district
An AI concierge
A voice and text assistant handling travel and calendar coordination for senior leadership.
~10 hrs/week reclaimed for leadership
Takeoff from drawings
Automated takeoff turns drawings into priced estimates the team reviews, instead of raw quantities to retype.
Bid turnaround ~50% faster
Change orders, vetted
Flags scope changes, quantifies the impact across trades, and routes them for approval.
Change-order review: days to hours
Pay apps and lien waivers
Assembles pay applications and lien waivers from project data, ready for a human to review.
Billing cycle: 2 weeks to ~3 days
What construction teams say about Ruh.
Operators across AP, estimating, project controls, and billing, in their own words, with the results they have seen.
“Our AP team used to spend the first half of every week untangling the same five-stage invoice cleanup before anything could touch JD Edwards. Ruh's pipeline cleans, codes, and pushes the invoice through VIM with the GL string already right. Month-end stopped being a fire drill.”
Invoice cycle time cut ~70%
“Every district had its own Egnyte folder logic and its own Bluebeam stamping habits. Ruh matched documents the way our PMs would have matched them by hand, then ran the Bluebeam stamps without anyone asking twice. I haven't routed a paper invoice in months.”
12+ hrs/week saved per district
“Our CEO is on the road to three job sites a week, and the fourth is usually somewhere with no usable signal. Having an assistant that handles the calendar holds, the rebooked flights, and the 'where am I tomorrow' over text, without a human in the loop on every move, has given the office back hours we didn't know we were losing.”
~10 hrs/week reclaimed for leadership
“Our estimators were spending more time retyping quantities than thinking about scope. Ruh reads our drawings the way a senior estimator does, it knows what's a connection, what's a stiffener, what's a field weld, and gives us a priced estimate we actually want to review instead of rebuild.”
Bid turnaround ~50% faster
“On a complex MEP job you can have forty change events in flight at once, and the cost of missing one is real. Ruh catches the scope shift the day it shows up in the RFI log, ties it back to the right trade, and gives us a quantified impact before the meeting. Our review backlog basically disappeared.”
Change-order review: days to hours
“Pay app season used to mean two weeks of our billing team chasing waivers across email, SharePoint, and three subcontractor portals. Ruh assembles the whole package, application, conditional and unconditional waivers, in the right order, ready for a human pass. We close billing cycles in days now.”
Billing cycle: 2 weeks to ~3 days
Logos and company names are the property of their respective owners. Quotes and metrics are client-reported, attributed by role and company.
Where each one starts and stops.
TestFit is strong in its lane. Ruh covers that lane and the rest of the business around it.
| Capability | TestFit | Ruh AI |
|---|---|---|
| Generative site planning and feasibility | Yes | Partial connects to your planning tools |
| Bid-grade estimating and takeoff | No conceptual feasibility only |
Yes |
| Accounts payable run for you | No | Yes |
| Marketing and bid tracking | No | Yes |
| Sales and CRM worked for you | No | Yes |
| Daily field reports and closeout | No | Yes |
| Autonomous AI employees across departments | No design-stage generative only |
Yes |
| Custom agents and workflows built for you | No | Yes |
| Works across the whole project lifecycle | No pre-development only |
Yes |
| Human approval in the loop | design tool | Yes |
| Pricing model | $10k+/yr (Site Solver) | AI employees, custom |
| Scope of work covered | Feasibility and site planning | Ten functions plus custom |
Comparison based on each product's public website and documentation, June 2026. TestFit figures are TestFit's own published claims.
Ten functions, one workforce.
Togal handles the takeoff. Ruh deploys AI employees across the work that surrounds it, sharing one knowledge base and one audit trail.
Takeoff and estimating
Automated takeoff turns plans into priced, reviewable estimates, not just raw quantities to retype.
AP invoice intelligence
Capture, code, and post supplier invoices into your accounting system.
Change order vetting
Flag scope changes, quantify impact across trades, and route for approval.
Daily field reports
Turn site notes and logs into clean, consistent daily reports automatically.
Bid tracking
Track every invitation to bid, due date, and follow-up in one place, so no opportunity slips through.
Sales and CRM
Qualify leads, follow up, and book meetings, straight into your CRM.
less busywork across Ruh deployments
less spend on the work AI now owns
to a live deployment on your stack
functions in one shared workforce
75% and 90% are Ruh's advertised platform outcomes. Your results depend on scope and rollout.
Not a generic tool. A workforce built around your business.
Point tools ship everyone the same fixed features. Ruh starts with every capability already in the market, then builds on top, custom AI employees and workflows shaped to how your business actually runs. That is where the ROI lives.
Every market feature, included
Whatever the point tools do, Ruh already covers, in one platform.
Custom built on top
Need something specific? We build the AI employee or workflow for it.
Fit to your stack and process
Ruh adapts to how you work, not the other way around.
Higher ROI, not another tool
One workforce that owns outcomes, instead of a stack of subscriptions.
Penciling the deal is step one.
Then the work begins.
TestFit tells you if a site pencils. Once the deal is real, Ruh's AI employees do the work that follows, estimating, invoices, reports, and follow-up, with a person approving.
See it on your own workTest the site
TestFit handles early feasibility and site planning.
Ruh runs the project
AI employees estimate, invoice, and report once the deal is real.
Approve and move on
A person signs off in your tools, then Ruh continues.
Most construction AI never pays off.
A point tool saves time on one task. It rarely changes the P&L. The research on AI adoption is blunt about it.
of organizations get zero return from generative AI.
MIT NANDA
of companies abandoned most of their AI initiatives.
S&P Global
extract real value. Ruh is built to put you there, by owning whole functions, not one task.
The bar Ruh builds to
It runs where your work already lives.
Ruh works inside the construction stack, not beside it. No rip and replace.
Logos are the property of their respective owners and shown to indicate supported integrations.
Keep TestFit for feasibility if you like it.
Let Ruh run the rest.
Bring one slow, repetitive workflow to a 30-minute call. We will deploy an AI employee on it and show real output before we hang up.
Ruh AI vs TestFit, answered.
The questions construction leaders ask when they compare the two.
Is Ruh AI a feasibility tool like TestFit? +
No. TestFit is excellent at early site feasibility, which Ruh does not replace. Ruh does the work once the deal is real, estimating, invoices, reports, and follow-up across the business.
Do I have to replace TestFit to use Ruh? +
No. Keep TestFit for feasibility and add Ruh for everything after the deal pencils. They cover different stages.
What can Ruh do that TestFit cannot? +
Everything past pre-development: bid-grade estimating, accounts payable, marketing, and sales, run by AI employees with a person approving.
Does Ruh work with Procore and the rest of my stack? +
Yes. Ruh runs inside the construction stack, including Procore, Sage 300 CRE, Viewpoint Vista, QuickBooks, Bluebeam Revu, Salesforce, HubSpot, Microsoft 365, and Teams. The AI employees act in the tools your team already uses.
How fast can Ruh go live? +
About a week for a first deployment on your stack, with custom work scoped from there. The 30-minute walkthrough starts on one real workflow and you see output on your own work.