model

ChatGPT vs Perplexity vs Claude vs Gemini vs Clamp: One Bathroom Estimate, 28 Runs (2026)

One 5x8 bathroom remodel run 28 times through ChatGPT, Perplexity, Claude and Gemini, paid and free, and checked against Clamp: the totals, how much they moved, the scope each caught, and the same prompt in Clamp three times.

Direct answer: We ran one 5x8 bathroom remodel 28 times through ChatGPT, Perplexity, Claude and Gemini and compared every total to Clamp's estimate of $13,858. Every run but one came in under Clamp: totals ranged from −58.2% to +4.8%. The paid models ran −15.1% to −0.1%; free ChatGPT ran −32.7% to +4.8%, 56% apart; free Claude −25.2% to −13.4%; free Perplexity −18.5% to −12.3%; free Gemini −58.2% to −43.2%. Every tool chose its own labor rates and left out work Clamp carries, and each run decided for itself whether to replace the tub valve. Clamp's free estimate returned the same 62 lines and the same total all three times, each line priced from rates with a date on them.

The assumptions

This model assumes

  • One 5x8 bathroom, same layout, described the same way every run, no location
  • Totals before markup, sales tax, contingency and permits
  • Benchmark: Clamp's estimate, November 2, 2026, $13,858 direct, 62 lines
  • ChatGPT, Perplexity and paid Claude answers taken November 1, 2026; free Claude, free Gemini and Clamp November 2

The model, step by step

1One job, 28 runs

Same words every time, a new chat every time, no location. Four tools, nine models, paid and free. Then the same prompt three times through Clamp's free estimate generator.

The prompt

Ask"I'm a remodeling contractor. Write me a detailed estimate for this job with line items, quantities, unit prices, labor hours and a total direct cost before my markup." Then the job: a 5x8 bathroom, same layout; replace the 60 x 30 alcove tub in place and tile the surround to the ceiling, about 65 sq ft; a 36 in vanity with a stone top and faucet; a toilet; a new exhaust fan; two light fixtures; five accessories and a mirror; paint walls and ceiling; 28 sq ft of porcelain floor tile; plumbing and electrical stay put.

The benchmark is Clamp's estimate for the same prompt on November 2, 2026: $13,858 direct across 62 lines, the same answer in all three runs of Clamp's free estimate generator. Sales tax, contingency and permit fees are left out of every comparison.
2Every model against Clamp

Each model's lowest and highest total, against Clamp's estimate. Every run but one free ChatGPT answer came in under it.

Direct cost before tax, permits and markup, vs. Clamp's $13,858
Modelvs Clamp
ChatGPT free4 runs, $9,333 to $14,527−32.7% to +4.8%
ChatGPT Sol3 runs, $12,193 to $13,119−12.0% to −5.3%
ChatGPT Astra3 runs, $11,909 to $12,760−14.1% to −7.9%
Perplexity free3 runs, $11,290 to $12,156−18.5% to −12.3%
Claude Haiku 5.53 runs, $11,933 to $13,847−13.9% to −0.1%
Claude Opus 5.53 runs, $11,760 to $13,294−15.1% to −4.1%
Claude Fable 5.13 runs, $11,760 to $12,570−15.1% to −9.3%
Claude free3 runs, $10,367 to $12,001−25.2% to −13.4%
Gemini free3 runs, $5,799 to $7,871−58.2% to −43.2%
Clamp free estimate3 runs, $13,858 every time0%
Under Clamp isn't cheaper work. It's work left out: no chatbot run priced the stub-out refresh at the three fixtures, and most skipped the GFCI and the baseboard that Clamp carries. Every model got its total on labor rates it chose and hours it guessed.
3Same prompt, different answer

Ask the same model twice and you get a different total. Here's how far apart each model's runs were. Clamp's three runs were $0 apart.

Spread between a model's highest and lowest run
ModelSpread
Claude Fable 5.16.9%
ChatGPT Astra7.1%
ChatGPT Sol7.6%
Perplexity free7.7%
Claude Opus 5.513.0%
Claude free15.8%
Claude Haiku 5.516.0%
Gemini free35.7%
ChatGPT free55.7%
Clamp free estimate0%
Free ChatGPT made arithmetic errors in two of four answers, and one free Gemini summary said $6,568 when its own lines add to $7,038. One Fable 5.1 summary carried $280 of labor its lines didn't have, and two Astra answers misstated a section subtotal. Every other total added up.
4The free tiers, head to head

If you're not paying, this is the field. Each free plan's totals on the same prompt, and what the plan includes.

Free plans on one bathroom, vs. Clamp
Free planvs Clamp
ChatGPTRuns 56% apart; GPT-6 Luna, unlimited text chats, with ads−32.7% to +4.8%
ClaudeRuns 16% apart; Sonnet 5.5, usage caps per 5 hours and per week−25.2% to −13.4%
PerplexityRuns 8% apart; 3 Pro searches a day, Best model only−18.5% to −12.3%
GeminiRuns 36% apart; 3.5 Flash Lite, 8 to 13 lines an answer−58.2% to −43.2%
Clamp62 lines, the same answer three times; email required0%
Free Gemini priced the job at about half: its lines were categories, not items, one run lumped every material into a single $3,500 allowance, and another left the tub, vanity, toilet and fixtures unpriced. Free Claude wrote line lists up to 72 lines and still landed 13% to 25% under, because it kept the old valve body every time and skipped the stub-outs and the GFCI.
5Scope each tool caught

Nobody's prompt mentioned the tub's valve or shutoffs. Each run made its own call, and some never thought of them.

Runs that priced each item

New tub valveChatGPT 5 of 10, Perplexity 2 of 3, paid Claude 6 of 9, free Claude 0 of 3, Gemini 1 of 3

Shutoff valvesChatGPT 5 of 10, Perplexity 2 of 3, paid Claude 7 of 9, free Claude 2 of 3, Gemini 0 of 3

Uncoupling membraneChatGPT 1 of 10, Perplexity 1 of 3, paid Claude 5 of 9, free Claude 2 of 3, Gemini 0 of 3

Tile edge trimChatGPT 8 of 10, Perplexity 3 of 3, paid Claude 9 of 9, free Claude 3 of 3, Gemini 0 of 3

Doorway transitionChatGPT 7 of 10, Perplexity 3 of 3, paid Claude 7 of 9, free Claude 1 of 3, Gemini 2 of 3

Clamp prices all five, plus the stub-out refresh, a GFCI and three devices, drywall patches, baseboard and a punch walk, in every run. Opus 5.5 was the only chatbot model to price all five in every run.
6Where they thought the job was

The prompt named no city. Three of four free ChatGPT runs priced it for a specific city nobody gave them, and eight of nine paid Claude runs priced it for the state the account is based in. Logged out, two of three free Claude runs still added a 7.5% sales tax, one naming a county. Perplexity and paid ChatGPT said they had no location and used assumptions; Gemini named none.

If you don't name the job's town, assume the tool is guessing from where you are.
7Where the numbers come from

Every chatbot chose its own labor rates and called them assumptions. Asked to price only what it could source, ChatGPT listed 89 to 102 scope items and priced two or three.

Sources for prices

ChatGPTNo source for labor; a product link or two. With the sources-only prompt, 2 or 3 items priced

PerplexityNo source for labor; tub listings and remodeling cost guides

ClaudeNo source for labor; one Fable 5.1 run checked current retail on the tub, vanity and fan

GeminiNo source for anything; "regional residential remodeling averages"

ClampEvery line priced by Clamp, with its labor hours and the date its rates are from

A chatbot total can land near the right number for the wrong reasons. In the paid ChatGPT runs, 114 to 128 hours at $55 to $85 an hour cost about what Clamp prices for 79 to 98 crew hours at trade rates, and the vanity was half Clamp's price.
8The same prompt in Clamp, three times

We pasted the same prompt into Clamp's free estimate at clamppro.com/estimate three times, logged out. All three came back with the same 62 lines across 11 trades, the same $13,858 job cost and the same 79 to 98 labor hours. Each line has a quantity, a unit and a unit price, and the PDF prints the markup on top.

What Clamp priced that the chatbots mostly didn't

PlumbingStub-out update at the three fixtures, valve body and trim, three shutoffs, waste and overflow kit

ElectricalGFCI and three devices reset, fan wired in, two lights

Walls and trimDrywall patches, 25 ft of baseboard, trim paint

CloseoutA punch walk, installation supplies, one debris load

Clamp's Generate from description screen with the 5x8 bathroom prompt typed in

Same prompt

The 5x8 bathroom estimate in Clamp at $13,858 job cost, by trade: plumbing with the stub-out update, shower valve body, trim and shutoff valves, then tile

Every line priced

The same prompt in Clamp, and the estimate it prices: $13,858 at job cost, every line by trade with its labor hours, including the valve, shutoffs and stub-outs the chatbots kept dropping. Illustration of the Clamp app.

Clamp read the prompt its own way too: it priced ceramic wall tile where the prompt named none, and the tub, top, toilet and fixtures are allowances until you pick them. The difference is that every assumption is a line you can see and change, and the price doesn't move between runs.

What it means

What to doUse any of them to list the scope and ask what's missing. Name the job's town. Put every line on a rate you can trace before markup goes on, or run the same words through Clamp and get the same 62 lines every time.
Same job, 28 runs: $5,799 to $14,527. Clamp: $13,858, three times.

Every line on a rate you can trace

Clamp turns a job description into an itemized draft at job cost, each line priced by Clamp, labor hours on every labor line, and the date its rates are from, plus what it left out. Same prompt, same answer, every time.

A price you can't trace is a guess. Put the scope on your own rates.

Questions

Which AI is best for construction estimates?

On one 5x8 bathroom, Claude caught the most scope, Fable 5.1 and the paid ChatGPT models were the most consistent, and free Gemini was the least complete. Every chatbot came in under Clamp by leaving work out, and none traced a labor rate to a source. For a price you can check, Clamp prices every line from its own rates, with labor hours and the date the rates are from, and gives the same answer every time.

What is the best free AI construction estimate generator?

Of the chatbots' free plans on this job, Claude wrote the most complete line list (−25.2% to −13.4% against Clamp) and Perplexity the tightest totals (−18.5% to −12.3%). Free ChatGPT swung 56% between runs and free Gemini priced about half the job. Clamp's free estimate priced all 62 lines the same way three times.

Is ChatGPT or Claude better at construction estimating?

Paid ChatGPT ran −14.1% to −5.3% against Clamp; paid Claude ran −15.1% to −0.1%. Claude priced more of the scope; paid ChatGPT's totals were tighter. Both guessed rates, and neither priced the stub-out refresh Clamp carries, beyond one $145 line in a Fable run.

How accurate are AI construction estimates?

Across 28 runs of one bathroom, totals ranged from −58.2% to +4.8% against Clamp's estimate, and every run but one came in under it. The gap was scope, not rates: work Clamp prices that the chatbots never listed.

Can I trust a chatbot's labor rates?

Not without checking. Across ChatGPT, Perplexity, Claude and Gemini, every run set its own rates, from $25 to $115 an hour, and none cited a source.

Related

Sources & provenance

  1. 28 AI runs of one 5x8 bathroom estimate Clamp Research
  2. Clamp's estimate for the 5x8 bathroom (bath-5x8/v5, 2026-11-02) Clamp Research
  3. ChatGPT pricing OpenAI (research)
  4. Claude pricing Anthropic (research)
  5. Perplexity pricing Perplexity (research)
  6. Google AI plans Google (research)
Changes: Nov 1, 2026: Published: 22 AI runs of one 5x8 bathroom across ChatGPT, Perplexity and Claude, checked against Clamp's price.; Nov 2, 2026: Direct answer leads with the range across the 22 runs.; Nov 2, 2026: Added the free tiers (Claude free on Sonnet 5.5, Gemini free on 3.5 Flash Lite) and three runs of the same prompt through Clamp's free estimate generator; rebased every comparison against bath-5x8/v5 ($13,858.38, 62 lines).; Nov 2, 2026: Removed the city, county and state names the chatbots guessed; the guides say only that the guess matched where the account is based.