Methodology

How every figure is sourced, dated, and computed

InvisibleBraces exists to be trusted. Every price, safety status, and score on this site traces to a named public or first-party record, carries a confidence tier, and is stamped with when we retrieved it. This page is the full account of how that works, so you never have to take a number on faith.

8 free, open primary sources94 brands tracked7 accessories tracked
The honesty layer

What a confidence dot means

Every figure carries one of four tiers. The dot's color is the same on every surface, so a claim's KIND is always legible at a glance. Color is never used alone: a text label always accompanies it.

Verified

Direct from an authoritative FDA, NLM, or CMS source.

Stated

Published by the manufacturer about its own product.

Third-party

From a reputable secondary source.

Computed

Derived by InvisibleBraces from primary sources; shown with a leading ~.

How current it is

What is checked by hand, and what updates itself

Some figures are re-verified by hand against their source; others come from automatic feeds that run on a schedule. Each date below is the real one, and a figure past its re-check window is marked as possibly out of date rather than shown as current.

Prices and financing
Read by hand from each brand's own pricing page, then checked automatically against that page every day: a price whose figures are still on it is re-confirmed that day, and one that is not goes back to a person
Every price read on or after Oct 26, 2026, 79 of 196 re-confirmed by the daily checkEvery cited price
Quotes, prices and cited pages (the source watch)
Every quoted sentence and every price is compared, word for word, with the page it cites, and every other cited page is checked for answering, on a cycle of about a day; no model reads the page
Last check Nov 13, 2026: 636 of 754 quotes and prices found word for word, 8 queued for a person, 175 more on pages that refused the checkThis table
FDA adverse-event counts
Automatic openFDA feed, daily: every brand's count and the product-code total, each with the history of the counts it has had
Last read Nov 10, 2026The safety board
FDA recalls
Checked by hand against openFDA (product code NXC), with the automatic recall feed below
Recall list verified by hand; feed last run Nov 13, 2026Recalls
Automatic FDA recall feed
Runs daily; a new recall shows on its brand's page before the next hand check
Last run Nov 13, 2026Recalls
Brand profiles (specs, supervision model, treatment length)
Researched from each brand's own pages and independent reviews, each brand's sources listed on its page; every cited page is checked daily by the source watch, and a spec is re-researched when its source changes or disappears
Catalog researched from Sep 30, 2026; sources checked dailyEvery brand
Registered clinical studies
Automatic ClinicalTrials.gov feed, daily
Last run Nov 13, 2026The studies
Industry news
Automatic news feed, daily
Last run Nov 13, 2026The news
How the board ranks

The formula behind every order

The homepage board never hides a brand; its sort only re-orders them. These are the exact rules each order uses.

Best (the default). A fixed score per brand: 100 points if it is available to new patients (so a brand no longer sold always ranks below one you can buy), plus up to 30 for price (the cheapest comparable price scores 30, the most expensive 0, a brand with no comparable price 6), up to 30 for treatment speed (the shortest typical treatment scores 30, the longest 0, no published length 15), and 15 for a clean FDA record (3 when a recall is on file or the brand is no longer sold). Price and speed are scaled across every brand on the board, so the scale is the same for all of them.

Cheapest. By the lowest cited monthly price. Brands that charge in another currency are placed on an approximate US-dollar monthly equivalent so they can be ordered, and their price is always shown in the currency they charge. Brands whose price is set by the treating provider come last.

Fastest. By the midpoint of the typical treatment length the brand's source states (4-6 months counts as 5); brands that publish no length come last.

Your goal. When you describe a goal, the AI only turns your words into preferences (for example cheapest first, or at-home only). A fixed formula then scores every brand on the same cited facts, and each match score opens to show its parts. A partner never changes a price or the order.

What changed

Recent updates to the data

A dated record of material changes to the curated catalog, so you can see the reference is actively maintained, not frozen.

Oct 6, 2026

Published the brand catalog as an open dataset on Zenodo (DOI 10.5281/zenodo.23182811): CSV tables of every brand, every listed plan price and the FDA recalls, with a README documenting each column. Free to reuse non-commercially under CC BY-NC 4.0.

Oct 6, 2026

Corrected 2USmiles' safety note: the FDA closed out the June 2023 Warning Letter to its maker in July 2024, after evaluating the company's corrective actions. The note had said there was no public evidence the violations were resolved.

Sep 30, 2026

Re-checked every brand's status, price and FDA record against live sources. Strayt, EZ Smile, SmileStyler, Reveal and DrSmile moved to 'no longer available' (each closed, stopped taking new patients, or was discontinued, with the evidence cited on its page), and their prices were removed. Updated plan prices for many brands, including NewSmile, Smileie, Aligner32, 2USmiles, Straight Teeth Direct, Dr WonderSmile, Basma, Moons and Aligneurs Français; SouSmile's figures were corrected because the brand does not publish plan prices.

Sep 30, 2026

Refreshed the FDA adverse-event counts (product code NXC, 18,543 reports in total), confirmed the two open aligner recalls (Byte and 3M Clarity Precision Grip Attachments), added a safety note on the Clarity attachment recall, recorded the FDA's July 2024 close-out of the 2USmiles warning letter, and replaced the adverse-event summary's source with a peer-reviewed analysis of those reports.

Aug 31, 2026

Rebuilt the catalog around at-home clear aligners: the active US and UK direct-to-consumer brands (AlignerCo, NewSmile, Smileie, Strayt, and the UK hybrid Diamond Whites) plus a 'no longer available' set (Byte, SmileDirectClub, Candid, SnapCorrect, Smilelove) that documents the market's contraction.

Aug 31, 2026

Switched the data sources to the FDA device databases (recall, enforcement, MAUDE adverse events, 510(k), and classification under clear-aligner product code NXC) plus ClinicalTrials.gov, Europe PMC, and PubMed for clinical evidence, and each brand's own pricing and financing pages for cash-price comparison.

Aug 31, 2026

Added cited safety signals: the ADA and AAO cautions on unsupervised direct-to-consumer treatment, the FDA adverse-event record for clear aligners, and the October 2024 FDA-driven suspension and Class II recall of Byte's at-home system.

Sourced, then computed

How each live column is built

Most of these are read from an authoritative record or each brand's own stated terms. One, the evidence score, is the only value we derive, and we show exactly how.

Price & financing

Stated

Plan prices and financing come from each brand's own published terms: list price, any promotional 'from' price, and monthly options such as Affirm or in-house plans. Because a brand publishes them about its own product, they are marked Stated and re-verified on a cadence, not streamed live. We label list versus promotional price and never present a promotional 'from' price as the full cost.

Source: Brand pricing & financing pages

Device safety & recalls

Verified

Safety is read from openFDA device recalls and enforcement for sequential clear aligners (FDA product code NXC, Class II, 21 CFR 872.5470). We display the FDA's own recall status, reason, classification, and dates, with adverse-event context from MAUDE. A brand reads 'no recall on file' only when it is absent from the FDA's list of every recall under that product code, and that phrase links to the list. We never infer safety beyond what the FDA record states.

Source: openFDA Device Enforcement (Recall Reports)

Clinical evidence & guidance

Verified

Evidence comes from two authoritative places: registered trials on ClinicalTrials.gov and the peer-reviewed literature (systematic reviews of aligner efficacy and studies of unsupervised, remote treatment). We also cite the ADA and AAO positions on direct-to-consumer orthodontics. We quote the source's own findings and link each one back to the study or position that states it.

Source: ClinicalTrials.gov API v2

Literature counts

Computed

We count randomized controlled trials and systematic reviews in Europe PMC for aligner-care topics (retainers, whitening, attachments and the like) and map each count onto a 0 to 100 scale with a logarithmic curve: a transparent proxy for how much has been studied, not a verdict on how well anything works. We do not score individual brands this way: a brand name on its own (Reveal, Spark, Motto) matches unrelated papers, so a per-brand count said nothing about the brand. Studies are shown for the clear aligner category as a whole, and on a brand's page only the studies that name it.

Source: Europe PMC

Provenance

The source registry

Every fact on the site names one of these sources. A Primary mark means the source is free, open, and an authoritative primary driver behind the live board.

Device safety & identity

Device recall records for clear aligners (product, recalling firm, reason, status), including the Byte Aligner System recall.

U.S. Food & Drug Administration

~weekly
U.S. Government public domain

Recall enforcement reports with severity classification (Class I/II/III), status, distribution, and reason; search by product_description or recalling_firm.

U.S. Food & Drug Administration

~weekly
U.S. Government public domain

Post-market adverse-event reports for clear aligners (injuries and malfunctions) by brand and product code NXC.

U.S. Food & Drug Administration

~weekly (reports lag)
U.S. Government public domain

Premarket 510(k) clearances (K-number, applicant, device name, decision date) confirming which aligner systems are FDA-cleared.

U.S. Food & Drug Administration

~weekly
U.S. Government public domain

The device taxonomy: clear aligners are product code NXC ('Aligner, Sequential'), Class II, 21 CFR 872.5470, dental panel. Used to filter every other device feed.

U.S. Food & Drug Administration

periodic (rarely changes)
U.S. Government public domain

Pricing & availability

Each brand's current package price, day/night tiers, impression-kit cost, add-ons, and named financing partner (for example Affirm), extracted from public pages.

Aligner brands (AlignerCo, NewSmile, Smileie, and others)

weekly (re-verified)
Brand-published pricing

Historical snapshots of brand pricing and product pages, for price-history and for back-filling defunct brands (SmileDirectClub, Smilelove) whose live sites are gone.

Internet Archive

monthly (append captures)
Internet Archive public service

Clinical evidence & trials

Registered clinical trials on clear-aligner and remote-orthodontics treatment: status, sponsor, interventions, conditions, and outcomes.

U.S. National Library of Medicine

daily
U.S. Government public domain
Europe PMCPrimary

Biomedical literature on clear aligners and direct-to-consumer orthodontics: abstracts, open-access full text, citations, and RCT/review filtering.

EMBL-EBI

daily
Metadata reusable; per-article full-text license

MeSH-indexed peer-reviewed literature on aligner efficacy, remote-monitoring outcomes, and DTC adverse effects (systematic reviews, RCTs, surveys).

U.S. National Library of Medicine

daily
U.S. Government public domain (metadata)

Industry news

Keyword news search per brand and for the category (recalls, lawsuits, shutdowns, launches), returning title, link, source, and date.

Google (aggregator)

daily
Publisher-owned articles; headline aggregation

Ecosystem

A brand's site favicon by domain, as a zero-setup fallback icon for the comparison grid when no higher-resolution logo is available.

Google (unofficial endpoint)

on-demand
Unofficial, no SLA
Open data

Download the data, and cite it

The catalog behind this site is published as an open dataset on Zenodo, CERN's research repository, with a permanent DOI. This version is a snapshot taken on Oct 6, 2026; the pages on this site stay more current.

brands.csv

One row per brand: whether it takes new patients, supervision model, countries treated, headline price, treatment length, conditions treated, retainer, refinement and guarantee terms, and its FDA report and recall counts with the queries that return them.

prices.csv

One row per listed plan price, exactly as the brand states it, with the page that states it and the date it was checked.

fda_recalls.csv

Every FDA device recall filed under the clear aligner product code NXC, as the FDA records it.

README.md

Every column, how the data was collected, how to read the FDA counts, and the limitations.

DOI: 10.5281/zenodo.23182811. A later snapshot is published as a new version of the same record, and this DOI always opens the newest.

License: CC BY-NC 4.0: free to share and adapt for non-commercial work, with credit to InvisibleBraces and a link to the record. Commercial reuse needs our permission (write to us).

Cite as: InvisibleBraces (2026). Clear aligner brands: FDA reports, recalls, supervision models and listed prices (snapshot 2026-10-06) [Data set]. Zenodo. https://doi.org/10.5281/zenodo.23182811

The standard we hold

Neutrality, and the caveats we never hide

InvisibleBraces compares by the underlying data (price, financing, treatment length, oversight model, safety and recall status, and clinical evidence), and a partner never changes a price or a fact. Partner status is one bounded, disclosed signal in how results are ordered: all else equal it can lift a partner above a comparable option, but never above one that is clearly cheaper or safer and better supported, and every partner is labeled. We show a figure only when we have a real source for it; when we do not, we show an honest gap, never an invented number.

At-home aligners deliver remote, unsupervised treatment: there is usually no in-person exam or X-rays before your teeth move. The ADA and the American Association of Orthodontists both recommend a dental exam first. We label a remote model plainly and never present it as equivalent to in-person orthodontic care.
Source: FDA MAUDE device adverse-event reports via openFDA. These are unverified spontaneous report counts, not incidence rates, and do not establish that a device caused the event.
InvisibleBraces is an informational data platform, not a dentist, an orthodontist, or a seller of aligners. Nothing here is dental or medical advice, a diagnosis, or a recommendation to start, stop, or change any treatment. At-home clear aligners are not right for every case, and moving teeth without an in-person exam carries real risk. Data is aggregated from public sources and each brand's own terms and can be incomplete or out of date. Always consult a licensed dentist or orthodontist and confirm current prices and terms with the provider.

What this data does not cover

Prices

Cash self-pay prices and financing terms change often and are re-verified on a cadence, not streamed live. Insurance and HSA/FSA coverage, regional pricing (for example UK versus US), and time-limited promotions are not modeled. Confirm the current price and plan with the brand before you buy.

Safety

Recall, enforcement, and adverse-event data come from the FDA's device databases (openFDA) under the clear-aligner product code (NXC). Adverse-event reports are unverified counts, not incidence rates, and a regulator action that appears first outside the US may lead the US device record.

Treatment length and results

Treatment-length ranges are typical estimates from each brand's own materials (all-day roughly 4-6 months, night-only roughly 6-10 months), not guarantees. How much straightening is possible depends on the individual case, and at-home aligners address only mild-to-moderate crowding, spacing, or minor relapse.

Evidence

We index a bounded, decision-relevant subset of the published literature and registered studies on clear aligners and remote orthodontics. The registered total is shown and linked, but the indexed set is not the whole literature, and much of the aligner evidence base covers dentist-supervised rather than at-home treatment.

Who publishes this

Authorship and expertise

InvisibleBraces Editorial

Every figure on InvisibleBraces is drawn from primary sources (the FDA's device databases via openFDA, the U.S. National Library of Medicine, and each brand's own published terms) and links back to the record that proves it. We publish what the sources say, cite where it came from, and stamp when we retrieved it.

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See the method in action