What is at stake, and who runs it first
What the recalls that refund a photo of the product made safe offer their owners, how a claim works today, and the three groups that can run Remedy as it is.
What the recalls are worth to their owners
- $471.1 million
- in refunds these recalls offer at the lowest stated price: 16,705,640 units across the 442 of 447 recalls that refund a photo of the product made safe and whose CPSC record states both units and a price. The two largest recalls, 24309 and 25394, are $184.0 million of the $471.1 million (39.1%), and the median recall offers $68,000.
- $261.2 million to $442.8 million
- of those refunds stays unclaimed, at two published rates that measure different things: $261.2 million at the 44.55% the CPSC reports as its FY2025 average correction rate across recalls, measured by a method revised in FY2024; $442.8 million if about 6 in 100 recalled units come back, the CPSC’s figure for how many products return after a recall.
- $4.7 million
- goes back to owners for each extra point of return, one more product in every 100.
The method: for each of the 447 recalls whose proof rule asks for a photo of the product made safe and pays a refund in money, its US units times the refund for one unit. That is the lowest sale price its CPSC record states in the Sold At field, or the fixed refund its rule states when that is lower (4 recalls). 442 records state units and a price. 3 pro-rated refunds (25355, 25323, 25320) state no share of the price and 2 records state no price, so those 5 are left out, not estimated. At the highest stated prices the same refunds come to $1.2 billion. Both rates are averages across consumer product recalls, not measures of these recalls in particular, so the unclaimed figure is shown at each.
The unclaimed range is an inference: it applies rates measured across recalls to these recalls' dollars, not a count of unpaid refunds.
| Recall | The rule’s refund | US units | Counted for one unit | Units times that |
|---|---|---|---|---|
| 24309 | a $40 refund | 3,200,000 | $35.00 | $112,000,000 |
| 25394 | full refund | 3,600,000 | $20.00 | $72,000,000 |
| 26659 | a full refund | 1,500,000 | $15.00 | $22,500,000 |
| 25036 | a full refund of the purchase price | 512,500 | $30.00 | $15,375,000 |
| 26489 | full refund | 113,440 | $120.00 | $13,612,800 |
A stated refund above the lowest price counts at that price, so the figure stays a floor: 24309 states a $40 refund, more than its lowest stated price, and counts at $35.00. Written by scripts/recalls/value.ts to content/recalls/value.json from the CPSC Recalls API pull and the proof rules; tests/recall-value.test.ts recomputes it.
The problem, measured
What the regulator, the firms and the payment issuers report, from their own pages and filings, and what Remedy does about each.
44.55%
The CPSC's own performance measure for FY2025: an average correction rate of 44.55% across all consumer product recalls, against its 43% target. The method was revised at the FY2024 midyear review, so this figure is an average across recalls; the 6 in 100 above is a different measure, the share of recalled units that come back, and the two are not comparable.
In Remedy. Every finished claim is a correction with a timestamp, so the firm's monthly progress report to the CPSC is counted from the ledger, not assembled by hand. src/lib/firm/report.ts, src/lib/audit.ts
CPSC, Agency Performance Report, Fiscal Year 2025, April 2026
91 FR 20138
On April 15, 2026 the CPSC opened a request for information on recall claims that are not genuine (docket CPSC-2026-0067). It names coordinated networks working through online submission forms, artificially generated photos offered as proof of destruction, and the risk that heavier verification lowers participation by the owners the recall is for.
In Remedy. Both halves of that notice: the checks that catch a copied or reused picture run in code before any model call, and the claim stays one photo on a phone with no account. src/lib/verify/dhash.ts, src/lib/verify/quality.ts, src/lib/verify/decide.ts
Federal Register, Request for Information Regarding Consumer Product Recall Fraud, docket CPSC-2026-0067, April 15, 2026
767 and 400+
Two comments on that docket. A recall administrator reported one group registering over 2,200 recalled products at about $100 each and one person filing 767 registrations under one name, said that many unique photos of destroyed units can be made in seconds, and now often requires live photo capture. Truepic reported one device filing over 400 claims, photos taken from identical vantage points across hundreds of claims, and each claim looking legitimate when reviewed on its own.
In Remedy. The shared hash pool: every claim photo is compared by its 64-bit hashes with every photo already claimed at any firm and with every published recall picture, so a reused photo is held before a person sees it, and only the hash crosses between firms. src/lib/verify/dhash.ts (CATALOG_MAX_DISTANCE), content/public/network-run.json
Realtime Results LLC (Recall Results), public comment CPSC-2026-0067-0013; Truepic Inc., public comment CPSC-2026-0067-0010, June 8, 2026; May 29, 2026
PayPal or a gift card
Firms already pay photo-proof refunds by PayPal. A fan recall page from June 2026 asks for two photos and no receipt, offers PayPal or a gift card, says PayPal is fastest, promises an email confirmation within 48 to 72 hours, and states no refund delivery time. A 2025 photo-refund page asks owners to allow 4 to 6 weeks; a claim portal run by a recall administrator pays by check in 10 to 15 business days.
In Remedy. Remedy's PayPal payout reached the owner in about 19 seconds after approval, measured in the PayPal sandbox, and PayPal marked the refund to the original PayPal purchase COMPLETED at once. src/lib/payout-timing.ts, content/public/measured.json, content/public/e2e-transcript.json, src/lib/payments/router.ts
Merkury Innovations, Hot + Cool fan recall page; Deale International, CasaClean steam cleaner recall page; Real Time Results, Cuisinart grill recall portal (recallrtr.com), its published page text, recall dated June 11, 2026; page read November 8, 2026; July 17, 2025
1 of 10,110
Across all 10,110 records in the CPSC's recall listing since 1973, one record names PayPal (recall 24-002) and none names Venmo; 4 name an electronic payment. The rail firms use on their own pages is nearly absent from the recall notices themselves.
In Remedy. The count is reproducible: the script reads the CPSC's CSV and writes only the counts, with the file's URL and the date, into the repo. scripts/recalls/listing-mentions.ts, content/recalls/listing-mentions.json
CPSC recall listing CSV (every recall since 1973), counted by scripts/recalls/listing-mentions.ts, read November 8, 2026, latest recall October 22, 2026
$0.25 vs $2 to $4
The issuers' own terms. A PayPal payout through the Payouts API costs the sender a flat $0.25 in the US and the recipient nothing; an unclaimed payout returns to the sender after 30 days; a refund inside 180 days of the purchase reaches the buyer in 3 to 5 business days. A paper check costs its issuer $2 to $4 to send.
In Remedy. The router follows the 180-day rule, and the 30-day expiry is what the PAYMENT.PAYOUTS-ITEM.UNCLAIMED webhook turns into a re-notice task in the firm's plan, so the owner is reached again before the money comes back. src/lib/payments/router.ts (planPayment), src/lib/payments/events.ts (reNoticeTask)
PayPal, Merchant fees (US); PayPal Developer, Payouts frequently asked questions; PayPal Developer, Refund a payment; Association for Financial Professionals, 2022 Payments Cost Benchmarking Survey (press release), last updated November 4, 2026; last updated October 14, 2026; last updated June 4, 2026; AFP January 25, 2022
98% vs 77%
In the FTC's study of 149 consumer class settlements, the median claims rate was 9%, and a weighted 77% of the checks sent were cashed (median 94%). A payments processor's 2024 report across nearly 600 cases puts digital payment success at 98%, against 77% of checks cashed where there was a claims process and 55% where there was not.
In Remedy. The refund lands in the PayPal account the owner already uses, or goes back to the card or balance that paid, so there is no check to cash. src/lib/payments/router.ts (chooseRoute)
Federal Trade Commission, Consumers and Class Actions: A Retrospective and Analysis of Settlement Campaigns; Digital Disbursements (Western Alliance Bank), 2024 Annual Report: Digital Payments in Class Actions and Mass Torts, September 2019; April 2024
70% and 35.1%
Owners' side. In Consumer Reports' survey of 1,010 US adults, almost 70% had not heard of a recall for anything they own in five years, and 21% had heard of one and responded. In the European Commission's survey of 24,039 people, 35.1% of owners who saw a recall for their product did not react, and 34.3% of those who contacted the firm were offered a reimbursement. The CPSC's 2003 review reports that 23% of non-responders in a vehicle recall survey gave reasons of effort or motivation, such as no time or inconvenience, and about 30% asked for an easier process.
In Remedy. The notice and the claim are one link: the firm's buyers are found through Transaction Search, each gets a personal claim link with the refund named in its first line, and the claim is one photo with no account. src/lib/payments/buyers.ts, src/lib/firm/notices.ts
Consumer Reports, When Recalls Fail (nationally representative survey of 1,010 adults); Ipsos for the European Commission, Survey on consumers' behaviour and perception of product recalls; XL Associates for the CPSC, Recall Effectiveness Research: A Review and Summary of the Literature on Consumer Motivation and Behavior, October 31, 2019; April 2019; July 2003
The two reviewers both run on Claude Opus 5.5 today. Their independence comes from the rulebook each reads: one holds the photo against the recall’s official pictures, the other against the remedy text, and when they disagree a person at the firm decides. Each reviewer’s model is its own setting, REMEDY_REVIEWER_MODEL_PRODUCT and REMEDY_REVIEWER_MODEL_REMEDY (read by reviewerModel in src/lib/verify/reviewers.ts, empty for Opus 5.5), so running one reviewer on a second model is a configuration change with no code change; tests/reviewer-model.test.ts checks that each request carries the model its setting names. That change has been measured once, with the Remedy reviewer on Claude Sonnet 5.5: it paid nothing wrongly, and it held back the genuine photo every time, so both stay on Opus 5.5 (the comparison).
What each photo is for
525 recalls since 2024 name a photo and a refund in their remedy. Their proof rules say what the photo must show, and that is what the headline counts:
- 452 ask for a photo of the product made safe: 447 pay a refund for it, the headline, and 5 pay store credit or a gift card (26434, 26053, 25135, 25042, 24341).
- 71 ask for a photo for another reason: 68 of the product itself, as proof of ownership, and 3 of a label, lot or date code (26741, 26702, 24189).
- 2 need no photo once read closely (27015, 24193): the photo is one proof of purchase among others, or the owner visits a store.
The 71 still fit Remedy’s checks. Right product compares the photo with the recall’s own pictures, Your own photo keeps out a copied or already-claimed picture, and Made safe passes because the rule asks for no change (evaluateC2 in src/lib/verify/checks.ts). For the 3 that ask for a label, lot or date code, Within the recall reads the code from the photo and compares it with the range the recall states (evaluateC4 and src/lib/verify/identifiers.ts). They are counted apart because a photo of the product as it is proves ownership, while a photo of it made safe also proves it is out of use.
Written by scripts/recalls/value.ts to content/recalls/proof-split.json from the recalls and their proof rules (src/lib/recall/made-safe.ts); tests/recall-value.test.ts recomputes it.
How it compares
Each of these does its job. Remedy adds the instant check and the PayPal payout to what firms already do.
| Wait | What the page says, whose page, and when |
|---|---|
| 10 to 15 business days | “Once your registration is confirmed, your refund will be issued via check within 10-15 business days.” Real Time Results, a recall administrator's claim portal (Cuisinart grill recall), read November 8, 2026. |
| 4 to 6 weeks | “Please allow 4 to 6 weeks.” Deale International's own recall page (CasaClean steam cleaner), dated July 17, 2025, read November 8, 2026. |
| No time stated | PayPal or a gift card: “You will receive your refund fastest using PayPal”, with an email confirmation in 48 to 72 hours. Merkury Innovations' own recall page (Hot + Cool fan), recall dated June 11, 2026; page read November 8, 2026. |
| 16 to 19 seconds | Remedy, in the PayPal sandbox: from approval to a PayPal payout reaching the owner, 12 runs. PayPal marked the refund to the original PayPal purchase COMPLETED at once; PayPal says a refund takes 3 to 5 business days to reach the buyer. |
| Emailing the photo | A recall service provider's portal | Remedy | |
|---|---|---|---|
| How common | 498 of 525 photo-refund recalls give an email address; 270 are free webmail | 46 of 1,239 recalls name a professional recall service provider | Any firm that pays its refunds through PayPal |
| The owner sends | An email with the photo attached | A web form: the model and serial number, a photo of the product marked as recalled, contact details and a typed certification [1] | One photo from a phone, no account |
| What is read | The email, by a person | The form, by the provider's team [1] | The CPSC remedy, read once into a rule; then each photo against that rule |
| The photo is checked | By a person at the firm | By the provider's team: “Our team will verify the photo” [1] | Six checks in seconds, in code and Claude vision; unclear cases go to two AI reviewers, then a person |
| The refund is paid | As the firm arranges | By check in 10 to 15 business days after confirmation [1], or a prepaid virtual card in 10 to 14 [2]; one provider lists checks, virtual cards, PayPal and Venmo among its options [3]. On firms' own pages: PayPal or a gift card, with an email confirmation in 48 to 72 hours and no delivery time stated [5], or "allow 4 to 6 weeks" [6] | A PayPal payout once verified, which reached the owner in 16 to 19 seconds in the PayPal sandbox, or back to the original PayPal purchase inside 180 days, which PayPal marked COMPLETED at once (it says 3 to 5 business days to reach the buyer) |
| The monthly report | Prepared by the firm | Real-time tracking and reporting from the provider's own system [4] | Drafted from Remedy's own numbers |
| For marketplaces and AI agents | Not part of what it does | Not part of what it does | A public API and an MCP server |
- [1] Real Time Results, Cuisinart grill recall portal (recallrtr.com), its published page text
- [2] Real Time Results, Bath Shark recall portal (recallrtr.com), its published page text
- [3] Sedgwick brand protection, automotive recall services
- [4] Sedgwick brand protection, product recall solutions
- [5] Merkury Innovations, Hot + Cool fan recall page (recall dated June 11, 2026; page read November 8, 2026)
- [6] Deale International, CasaClean steam cleaner recall page (July 17, 2025)
What exists near Remedy, and the one step each leaves to others (7 products, portals and filings, from their own pages)
Each does its job. Naming them is how the difference is shown rather than claimed.
Truepic Vision for recall and warranty claims (product page, undated; partnership announced February 10, 2025)
What it does. The owner takes a fresh photo inside Truepic's own camera; the photo passes authenticity checks, the model and serial number are read and matched to the firm's records, and duplicate claims and unexpected locations are flagged for the firm's agents to decide.
The step it leaves to others. It verifies that the capture is real and the serial fits. It does not read the recall's remedy into a rule, decide whether the product was made safe, or pay the refund; those three are what Remedy adds, and an owner's existing photo is accepted.
Truepic Risk Network (September 25, 2025)
What it does. Opt-in, anonymized signals shared across participating companies: the same device across companies, the same vantage point across hundreds of claims, reused objects. Built for lenders and insurers.
The step it leaves to others. The signals are about devices and capture. Remedy's pool compares the picture itself, as 64-bit hashes, across recall firms and against every published recall picture, in open code; only the hash and a row id cross.
Sedgwick brand protection, recall solutions (pages read November 8, 2026)
What it does. Consignee identification, contact centers in 150 countries, remedy management with physical and digital reimbursements, retrieval, disposal and reporting. Its automotive page lists checks, virtual checks, PayPal, Venmo and virtual cards among reimbursement options, and a portal where owners upload details and photos.
The step it leaves to others. PayPal and Venmo are already rails here, so the rail is not what is new. The pages describe photo upload and reimbursement as separate steps worked by people; in Remedy a photo that passes the checks is paid in the same flow, in seconds.
Real Time Results claim portals (portals from 2023 to 2026)
What it does. A web form: model and serial, a photo of the product marked recalled, contact details and a typed certification. The team verifies the photo, and the refund is a check within 10 to 15 business days or a prepaid virtual card in 10 to 14.
The step it leaves to others. The photo is read by a person and the money follows in days. Remedy checks the photo in code and vision against the recall's rule and pays through PayPal once it passes.
A recall administrator's live photo capture (public comment, June 8, 2026)
What it does. Realtime Results told the CPSC's 2026 docket on recall claims that it now often requires live photo capture with AI analysis, especially where the remedy is a refund, after seeing hundreds of duplicate registrations.
The step it leaves to others. Live capture checks one claim at the moment it is made. Remedy compares every claim photo with every photo already claimed at any firm and with every published recall picture, so a reused photo is caught across firms, and the owner's existing photo still counts.
CCC Estimate-STP and Snapsheet, in auto insurance (CCC, November 2021; Snapsheet page read November 8, 2026)
What it does. Photo in, money out, at scale: an AI estimate from the policyholder's photos goes straight to payment or to an adjuster on a confidence threshold, and payouts are triggered by the insurer's payment conditions.
The step it leaves to others. The pattern exists in insurance and Remedy brings it to recalls. Its gate is different: a fixed set of six checks in code, two reviewers who read different rulebooks, and a person for any disagreement, rather than one confidence score.
US 2016/0350756 A1, consumer return of defective products via mobile device photograph submission (filed May 29, 2015; published December 1, 2016; abandoned April 6, 2018)
What it does. A phone photographs the defective item, including a destroyed version of it, and the receipt; a refund server shows the photo to refund approval personnel, with optional auto-approval for low-dollar or low-frequency requests.
The step it leaves to others. The idea of a destruction photo for a refund is a decade old, with a person's review as the primary path. Remedy reads the rule from the official recall text, checks the photo against every firm's claims, and refunds the original PayPal purchase or sends a payout in code.
Who runs it first
Three groups already handle recall claims. Each can run Remedy as it is today.
Small firms
80.9% of recalls cover fewer than 50,000 units
1,002 of 1,239 recalls since 2024, and 465 of the 525 photo-refund recalls. A firm works its claims in the console and pays them through PayPal; the monthly report is drafted for it. Each firm can pay from its own PayPal account.
Marketplaces
80% of recalls were sold online
991 recalls list an online seller. A marketplace can show each recall's checklist on the order page, verify the buyer's photo with one call, and refund the original PayPal purchase inside 180 days.
Recall service providers
46 recalls name a professional recall vendor
A provider handling many firms' recalls can send each emailed photo to the verify endpoint, keep its own process for the rest, and pay the refunds through PayPal.
A 30-day pilot
One small firm with an open photo-refund recall runs every claim on that recall through Remedy for 30 days, from its own claim link, beside its current inbox. The claim rate is measured first, then payout speed, each against the month before.
Why more completed claims: The CPSC measures recalls by their correction rate and set a 43% target for FY2025 (44.55% reached), and every completed claim is a corrected unit in the firm's monthly progress report. CPSC performance report, FY2025
Primary Claim rate: completed claims as a share of the recall's units
Baseline: The firm's own share of units corrected in the 30 days before. Published reference points: about 6 in 100 recalled units come back through a recall (CPSC Recall Effectiveness Workshop, 2017, as cited by Raithel, Hock and Mafael, 2024), and the CPSC's FY2025 average correction rate across recalls was 44.55%, a different measure.
Recorded in: Each claim's claim.paid entry in the audit ledger, counted as units corrected in the console's Completion figure and the monthly CPSC report.
Secondary Time from photo to refund
Baseline: The firm's median days from an emailed photo to its refund, from its own records for the 30 days before.
Recorded in: Each claim's claim.submitted and claim.paid entries in the audit ledger and the payment's paid time, shown in the firm's claims queue.
Also recorded Share of claims a person had to open
Baseline: Every emailed photo, which a person reads by hand today.
Recorded in: Each claim's decision (verified, new photo, firm review) in the claim table and the ledger's claim.decided entries, and the queue's Needs review view.
Who pays Remedy: the firm, a fee per finished claim, set against the $2 to $4 a paper check costs its issuer and the $0.25 a PayPal payout costs the sender; the owner pays nothing. Proposed: $1.00 per finished claim (a proposal, not a price list), so a refund costs the firm $1.25 with PayPal's $0.25 payout fee, against the $2 to $4 a paper check costs its issuer today. Sources: AFP, 2022, PayPal merchant fees.
Why it holds up: an established tool that adds the same model gains a reader of photos; what makes each payout safe to send is the checks in code, the hash-chained evidence behind every payment, and the error rates measured on photos with known answers. It also grows with use: every claim photo is checked against the published pictures of every recall and every photo already claimed on any recall, at any firm, by its hashes alone, so each firm that joins makes every other firm’s refunds safer.
That a faster refund raises claims is an inference from the cited studies (a full remedy against a partial one; a simpler tax-credit notice), not a measurement of Remedy.