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Head-to-head · same test rooms

Pedra vs Collov AI

Independent side-by-side from StagingBench data (checked 2026-10-19). Same Room 01 photo; extra rooms shown where both tools have them.

Partial results. Room 01 automatic checks for both tools. Vendors have not had their 7-day right of reply on these numbers. How we test
Side by side
Room 01 unless a room row says otherwise. Drift lower = better.
Partial results
MetricPedraCollov AI
Room 01 architecture drift27.111.0
Room 01 framingFailPass
Room 01 time~35 s18.6 s
Watermark (free output we downloaded)Yes (badge)Yes (logo)
Free tier (from test / pricing page)6 credits at signup5 watermarked images
Cheapest price / photo (public)$0.33 (€0.29)$0.45
Watermark on free (vendor page)YesYes
Editor realism mean (Room 01, 1–5)3.84.2
Rooms tested (of 10)65
Room 02 architecture drift26.6 · framing Pass24.1 · framing Pass
Room 03 architecture drift33.5 · framing Pass21.7 · framing Pass
Room 04 architecture drift28.8 · framing not tested yet56.5 · framing not tested yet
Room 05 architecture drift22.5 · framing Pass21.4 · framing Pass
Declutter / remove furniture✓✓
Empty-room staging✓✓
Restyle a furnished room?✓
Day to dusk?✓
Sky replacement✓✓
Renovation / wall & floor recolor✓✓
360 or video✓✓
API✓✓
"Virtually staged" disclaimer option?✓
Commercial-use licence stated?✓

Room 01 compare images

Plain-English verdict

Generated from the numbers above · not a paid placement.

On Room 01 architecture drift, Collov AI kept walls and windows closer to the original (11.0 vs 27.1). Lower is better. Collov AI passed the framing check; Pedra failed. Collov AI returned Room 01 faster (18.6 s vs about 35 s). On published cheapest-plan price per photo, Pedra is lower ($0.33 vs $0.45). Editor realism mean is higher for Collov AI (4.2 vs 3.8; not blind). On Room 05 (bay window), check the steps: our notes say Collov removed the bay-window steps while Pedra kept them — automatic drift can stay low because the default mask is the top 65% of the frame. See the MLS disclosure guide. This is not a final overall ranking (partial rooms only). Nobody paid for this comparison.

Method: methodology. All tested tools: best list. Other pairs: REimagineHome vs Collov AI · Collov AI vs Apply Design · REimagineHome vs Apply Design