Trueframe
A photo restoration app that distinguishes between confidently reconstructed areas and guesses, showing a certainty map so families know which details are real memories and which are AI invention.
family historians and genealogy hobbyists restoring pre-digital photos
- Certainty-map overlay highlighting where the AI is guessing vs. confident (color-graded by confidence)
- Family-member annotation mode where you mark what you actually remember ('his hair was this color, his watch was on the left wrist')
- Conservative vs. creative restoration presets so users choose how much the AI is allowed to invent
- Side-by-side comparison with the original scan plus an exportable provenance record
AI photo restoration has gone mainstream but routinely invents eyebrows, fills missing text, and redraws faces — for family history this means fake memories getting baked into the archive, and the HN discussion shows users are starting to notice and distrust the defaults.
AI photo restoration market estimated at $385.5M in 2025 growing to $955.9M by 2032 (CAGR 13.8%); the specific hallucination/invention concern is documented across genealogy blogs and an arXiv paper, but the niche willing to pay for provenance is a slice, not the whole market.AI Photo Restoration Market ↗The Uncanny Valley: Why I'm Wary of AI Photo "Restoration" ↗
None of the major restoration tools (Remini, MyHeritage, HitPaw, Picsart, LetsEnhance) expose per-pixel confidence or uncertainty overlays; the arXiv paper 'Looks Too Good To Be True' frames hallucination as an unsolved technical problem and no consumer tool addresses provenance visualization.Best 4 AI old photo restoration tools: 2026 comparison ↗Looks Too Good To Be True: An Information-Theoretic Analysis (arXiv 2405.16475) ↗
Proven willingness to pay in adjacent tools: Remini $9.99/wk, MyHeritage $119–$259/yr, Magic Memory €9.99 one-time; MyHeritage pulls $103M/yr and Ancestry ~$407M, showing genealogists pay recurring for family-history tooling.Remini vs Magic Memory vs MyHeritage 2026 — Pricing & Free Tiers ↗Myheritage: 11 Tools Behind $103M Revenue ↗
Multigenerational family archives are a permanent use case, and as generative restoration models become more powerful, the hallucination/trust problem intensifies rather than fades — provenance tooling becomes more valuable over time.AI Photo Restoration Tools Are Fabricating Faces and Erasing Your Family's Real History ↗Upscalers Don't Restore Photos — They Invent Them ↗
Buildable on top of existing diffusion/upscale models, but per-region uncertainty quantification for image restoration is active research (not an off-the-shelf API), and designing a usable certainty overlay (color heatmap vs. layered view) adds real UX and ML work.Looks Too Good To Be True (arXiv 2405.16475) ↗