Editorial policy and corrections
Every page on adtestbench is a research edition. No tool has run on the bench yet, so each page rests on documents you can open, each source dated and linked. When a fact on a page turns out wrong, we fix it on the page and add a dated correction line that stays there.
What every page rests on
A page rests on primary documents. For a tool, that means its live pricing page, its help centre and its terms. For a rule, it means the text of the law or the platform’s policy. Some pages also count dated user reports. Each page lists its sources at the foot, with the date each was read.
Plan prices, and each tool’s headline cost per output where one is worked out, come from one tool database. Pages print them from it, so when a re-check changes a price there, every page that prints it changes at once.
How the bench will test AI ad tools sets out what counts as a verified price. It also shows which parts of the bench are decided and which are still proposals.
How claims are worded: the evidence ladder
Every claim sits on one of six rungs, and its wording tells you which, so you can weigh a sentence before you open its source.
| Rung and its wording | Example |
|---|---|
| Stated: the vendor’s own words, in quotation marks | Captions’ help article (17 Aug 2026) calls its AI actors “completely virtual and free from licensing restrictions”. On our reading, its app terms (4 Sep 2025) require Mirage’s “prior written consent” for an app-made ad with those actors (3.1(xiv)). |
| Read: a primary document, with its section and date | Google’s Gemini API terms (effective 23 Mar 2026), “Use of Generated Content”: “Google won’t claim ownership over that content. You acknowledge that Google may generate the same or similar content for others and that we reserve all rights to do so.” |
| Computed: our arithmetic, with its inputs | Creatify charges “5 credits per 15 seconds of video (rounded up)” (help centre, 19 Aug 2026), so a 20-second avatar video bills two blocks: 10 credits. |
| Reported: third-party accounts, counted, with each one linked | Of the 20 latest Trustpilot reviews of Synthesia, posted 6 May to 14 September 2026, 5 are mainly about a video rejected or blocked by moderation (each linked on the Synthesia profile). |
| Inferred: our judgement, labelled as ours | From the Gemini clause above: “On our reading, no clip you make there is exclusive to your brand.” (Google Veo profile) |
| Unknown: what only the bench can answer | “Not yet known: how a personal avatar reads in a 9:16 ad.” (Synthesia profile) |
Scroll sideways for all 2 columns
How facts stay current
Every page that quotes a tool or a rule shows two dates under its title. The checked date moves with every re-read of the facts against their sources, even when nothing changed.
The other date shows when the page was written, until a fact on it changes. From then it reads Updated, and the change is listed at the foot of the page.
Prices are re-read on the vendor’s live page at least every 30 days, and terms at least every 90. A price not re-read within 30 days stops counting as verified: tables then show “Unverified, last checked” with the date it was last read. The price tracker dates every plan it lists.
Images
A capture of a vendor page shows the part a page quotes, with the date it was taken and a link to the page. A user’s post or video shows the point beside it, with its date and a link; a private person’s name and avatar are blurred. Charts are drawn from our own database. Logos sit beside a tool’s name to identify it, unaltered. Every capture, post, video and chart on the site is listed below.
| Image | Source | Date | Shown on |
|---|---|---|---|
| Creatify help centre, Credit Usage Billing and Validity | Creatify, public page | Homepage | |
| Creatify pricing page | Creatify, public page | Homepage | |
| Creatify pricing page, Starter plan | Creatify, public page | Homepage | |
| EU AI Act, Article 50(4), on EUR-Lex | eur-lex.europa.eu, public page | AI disclosure in advertising, platform by platform | |
| Google AI plans page | gemini.google, public page | Veo 3 pricing, Google Veo 3 for ads | |
| HeyGen pricing page | HeyGen, public page | Homepage | |
| Meta newsroom post on AI labels in ads, February 2025 | about.fb.com, public page | Meta’s AI disclosure rules for Facebook and Instagram ads, AI disclosure in advertising, platform by platform | |
| OpenAI API deprecations page | developers.openai.com, public page | Sora 2 shut down | |
| Runway pricing page | Runway, public page | Homepage | |
| Synthesia help article on stock avatars | help.synthesia.io, public page | Synthesia for ads, HeyGen vs Synthesia for ads, AI commercial use, tool by tool and plan by plan | |
| TikTok Business Help Center article on ad disclaimers | ads.tiktok.com, public page | TikTok’s AI-generated content label for ads, AI disclosure in advertising, platform by platform |
| Image | Source | Date | Shown on |
|---|---|---|---|
| AdCreative.ai Review 2026 - Is It Worth $249/Month? (Honest Test) | The AI Agency Blueprint on YouTube, published | AdCreative.ai for ads | |
| AdCreative.ai Review 2026: AI Ads, Compliance & Video Tools Uncovered (+Alternatives) | Business Solution on YouTube, published | AdCreative.ai alternatives | |
| Arcads AI Review: Is It Worth It in 2026? | Modern Digital Empire on YouTube, published | Arcads alternatives | |
| Arcads Review: I Spent $100 Making 50 UGC Ads To Test It | Software Scope on YouTube, published | Arcads for UGC ads | |
| Can Creatify AI REALLY Turn One Product Page into 20+ Ad Creatives? - Full Test | Daniel Davidson on YouTube, published | Creatify for UGC ads | |
| Creatify AI Review - Amazing AI Ads… If Your Credits Survive | I’m here to help you! on YouTube, published | Creatify pricing | |
| Google Veo 3 Makes E-commerce UGC Ads INSANE | Ryan Chen on YouTube, published | Google Veo 3 for ads | |
| HeyGen Review 2026: Is It Actually Worth It? (5 Things You Need To Know) | Simon Crowe on YouTube, published | HeyGen pricing | |
| HeyGen Review: Before You Buy, Watch This (B2B Perspective) | Holly Mack on YouTube, published | HeyGen for UGC ads | |
| HeyGen vs Synthesia: Same $29, Very Different Value (Honest 2026 Test) | Noesis. AI Tools Reviews on YouTube, published | Synthesia pricing | |
| Higgsfield AI Influencer Review 2026: Unlimited Plan Backlash? | Apex Verdict on YouTube, published | Higgsfield AI for ads | |
| How to Create Ai Ugc Ads In Runway - KevinHowTo | KevinHowTo on YouTube, published | Runway AI for ads | |
| Is Kling 3.0 Overhyped? Full Cinematic Test | Curious Refuge on YouTube, published | Kling AI for ads | |
| Synthesia Review 2026: It's Not What You Think | MakerThrive on YouTube, published | Synthesia for ads | |
| Veo 3.1 vs. Veo 3.1 Lite Price and Quality Compared | Creative AI Show on YouTube, published | Veo 3 pricing |
Tool logos: 72, each shown unaltered beside the tool’s name to identify it. Each mark belongs to its owner.
The author’s portrait beside his name is his own photo, used with his permission.
Who is responsible, and the checks before a page ships
The site is run by Alexandre Souriau, who is responsible for every page on it. About adtestbench says more.
Pages are drafted with AI tools. Every price, clause and figure links to the page it came from, with the date it was read.
Every claim is read against the ladder above, and a sentence whose wording claims more than its source shows is rewritten or cut.
The build refuses a page that covers a tool or quotes a price but lists no sources. It also refuses a hand-typed price unless the page’s code notes its source. A date typed beside a database price fails too, since it would go stale when the price moves. Pages about the site itself, this one included, are exempt.
Scripts then read each built page. On a page no bench round covers, the wording check fails any phrase on its banned list that claims use or testing. Banned phrases that give a score or pick fail too, and so does self-praise such as “our honest review”.
The search and citation checks fail a page whose structured data carries a star rating, or whose dates are missing from the markup. A layout check holds every page with a verdict to its section order. A page that fails any of these does not ship.
How we stay independent
Verdicts are written without commission data. Before anyone checks which tools pay, a script records a fingerprint of each verdict and its tool list. That fingerprint is a code that changes if a single word does. A check before each release fails if a verdict or tool list has changed since.
No vendor sees a page or a draft before it is public, and no vendor can pay for a place on one. Who pays us lists every tool in the database and whether it pays.
How to report a mistake, and how a correction shows
A mistake of ours is corrected on the page where it appears, in this form:
Corrected [date]: [the fact as it now stands] (was [the old wording]).
The line goes in the page’s list of changes at its foot, where the “What changed” link under the title leads, and it stays there. Updated moves to the date of the correction. When the mistake could change a reader’s decision, a Changed note also sits near the top of the page for 30 days.
A price or term the vendor changed is logged as a change, with its date and source. The correction line is kept for our own errors.
To report a mistake, write to contact@adtestbench.com with the page, the fact and a link to the source that shows it.
Sources
- Captions help centre: Prompt to Video: Create Talking Videos from Text Prompts, last modified 17 August 2026; the ladder’s Stated example,
completely virtual
actors. Checked - Mirage US LLC: Captions | Terms And Conditions, effective 4 September 2025; 3.1(xiv), commercial use of Mirage Content in the app (with 1.3 and 2.1), beside the ladder’s Stated example. Checked
- Google: Gemini API Additional Terms of Service, effective 23 March 2026;
Use of Generated Content
, the ladder’s Read example. Checked - Creatify help centre: Credit Usage Billing and Validity, updated 19 August 2026; 5 credits per 15 seconds of video, rounded up, the ladder’s Computed example. Checked
What changed on this page
- Added the Images section, which lists every capture, user post, video and chart on the site with its source and date.
- Added that pages are drafted with AI tools, with every price, clause and figure linked to its dated source.
- The ladder’s Stated example now cites clause 3.1(xiv) of the Captions app terms beside the vendor’s words.
- Page written.