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AI Video Generators From an Image: a High Composite Can Rest on a Single Measurement
5 tools measured · Vouch Score data collected 9 September 2026 · highest composite first
An AI video generator from image (image-to-video, in the vendors' own vocabulary), animates a still you already have, which is a different job from writing a scene from a prompt: there is a reference to honour, and the failure mode is drift: the face or the product slowly stopping being the thing you uploaded. Capability here converts a blind-vote arena where rival clips are shown side by side with the model names hidden, and each card prints the entry name, the rating, the vote count and the day the board was read.
The warning in this category is about what each row is measuring rather than about quality, and it belongs at the top. Since 19 August 2026 a row that cannot be filled by the evidence its own axis calls for carries a different measurement under a different name, and the card prints that name and the question it answers beside the number. Read those headings before setting one composite against another. A product sold as a model inside somebody else's platform is the hard case: a platform's review record cannot be attributed to the model, so that row reports what the vendor publishes about access instead of what customers reported.
Beside the arena sit price and contract. Price in this category is often metered per second of output rather than per month, which makes a discarded take an expensive thing, and each card says which unit the figure is in. Where a product cannot be put on a monthly ladder at all, the price row reports what a buyer meets at the point of purchase instead, and says so.
Top score: Veo 3. It holds the highest Vouch Score composite on this page, 80.5/100, measured 9 July 2026, arena re-read 5 September 2026. The label is computed from the cards, not chosen by us, and it moves the day another tool measures higher. Read what each card measured before you take it as advice for your own work.
1Veo 3top score · highest composite80.5/100 · high
Google DeepMind's video model; renders 8-second clips with synchronized native audio.
Google Veo 3 scores 80.5/100, beside a Video Arena placing of fourteenth of 34 entries
that undercuts the hype. One of its four rows carries an access-terms reading of 75.2:
what Google publishes about getting the product, not what users report. AI Plus starts
at $4.99 after the 8 June 2026 cut, and every generation still caps at 8 seconds.
ByteDance's text-to-video model; generates 5-12 second clips at 720p-1080p from text, image, video and audio references.
All four rows of this Seedance 2.0 card carry a figure and the composite is 80.2/100.
Capability is the Artificial Analysis Video Arena entry for "Dreamina Seedance 2.0
720p", ELO 1,222 across 24,798 blind votes and fifth of 34 on the with-audio board, read
5 September 2026. Two rows were renamed on 19 August: access terms 79.7 and purchase terms
77.5, neither of which reports what customers experienced. Commercial terms reads 72.9.
Text-to-video and image-to-video generator sold on monthly credits; the plan rows also resell other companies' models, and the annual and monthly views of the same tier do not carry the same per-second rate.
Hailuo AI is a text-to-video and image-to-video generator sold on monthly credits by
Nanonoble Pte. Ltd. It scores 69.9 out of 100 here, a grade of average. Capability is the
strongest row at 92.6, from a blind-vote leaderboard entry read 5 September 2026. The
buyer-report row is the weakest at 38.2, from 94 Trustpilot reviews read 8 September 2026.
Its own header advertises $9.99 a month; no plan is $9.99.
Image-to-video and text-to-video generator sold on daily and monthly credits; the subscription also buys access to other companies' models, including one scored separately here.
PixVerse is a text-to-video and image-to-video generator with a free tier and a $10 entry
plan. It scores 66.3/100 here, graded average. Value carries it at 84.0; the
buyer-report row is thinnest at 52.6, from 115 Trustpilot reviews read 7 September 2026.
Its own subscribe screen prints a 40% annual badge above plan rows that compute to 20%,
and its consumer terms limit output use to non-commercial purposes.
Visit PixVerse ↗Read the full review →Basic $0 (30 daily credits, watermarked) · Standard $10/mo · Pro $30/mo · Premium $60/mo · Team Ultra $199/seat/mo · Enterprise from $100 (app.pixverse.ai/subscribe, monthly view, 7 September 2026)
Kuaishou's credit-based generator turning text or images into 1080p-to-4K video clips.
Kling AI ranks 10th of 34 on the video arena board we read (ELO 1,108, Kling 3.0 1080p Pro)
and publishes at 62.7/100: a Trustpilot record of 1.3/5 across 355
reviews is the lowest of its four rows and pulls it there, against App Store 4.7/25K and Play 4.4/404K.
Subscription credits expire end of billing month; purchased credits last two years.
Prices collected 9 July 2026, arena row 5 September, contract terms 12 August 2026.
Outbound links may be affiliate links and can earn us a commission: they never touch a score, and the order on this page is the composite order, computed at build time from the cards themselves.
The score cards in full
What each card measured and what it did not: every number dated, sourced and reproducible.
Text-to-video and image-to-video generator sold on monthly credits; the plan rows also resell other companies' models, and the annual and monthly views of the same tier do not carry the same per-second rate.
Image-to-video and text-to-video generator sold on daily and monthly credits; the subscription also buys access to other companies' models, including one scored separately here.
Free 66 daily credits; Standard $10/mo, Pro $37, Premier $92, Ultra $180
Read the dimensions, not the composite
Read the row headings before the score, every time, because in this category they are not all measuring the same kinds of thing. A row reporting what a vendor publishes about access or purchase is a reading of a document; a row reporting a customer record is a reading of people. Both are sourced and dated, and they are not interchangeable.
Then work out your unit. If you are buying a subscription, the monthly figure is the one that matters; if you are building on an API, the per-second rate is, and a clip you regenerate costs full price. The value row names which of the two it converted, and where a vendor publishes no consumer plan at all the card says what a buyer faces at checkout instead of estimating a plan.
And on the output itself: the arena measures average preference on its own prompt set. Whether a model holds your specific face or product across a full take is the question that decides the purchase, and no figure here answers it: the individual cards carry what practitioners report instead, dated and sourced.
Where these numbers come from
Capability is sourced from public output-quality arenas (blind pairwise votes) or from a published accuracy study where no arena covers the category, usability from review-crowd aggregates weighted by sample size, value from verified pricing, and commercial terms from clause positions read off the vendor’s own legal documents on a stated date. Where none of those exists for a tool, the row carries a named criterion instead: a different measurement, taken from saved sources under its own rubric, and the card prints that criterion’s name and the question it answers in place of the axis heading, so the row is never read as the axis it could not fill. Full detail: methodology.
This page is ordered by composite, largest first, computed when the site builds, and this category is the reason to read what each row measures rather than only where a card sits. Kling AI at 62.7, PixVerse at 66.3 and Hailuo AI at 69.9 are each assembled entirely from rows answering their own axes, with a customer record among them in every case. Seedance's 80.2 and Veo 3's 80.5 each include a row reading what the vendor publishes about access or purchase instead, because no review sample can honestly be attributed to either model. So the cards carrying a customer record and the cards not carrying one do not sit in one continuous ranking, and the row headings are what tell you which is which. A position says which number is larger; the row headings say what the numbers are made of.
Commercially, as of August 2026 this category carries no affiliate arrangement of any kind, so nothing here earns a commission; if that changes, the disclosure changes with it.
Questions buyers actually ask
Which AI video generator is best from an image?+
The ordering here is computed from the composites when the site is built, not chosen, and it should be read alongside the row headings on each card, because those rows are not all measuring the same kinds of thing in this category. The arena figure on each card is a preference rating inside one view of one board's own pool, so it says where a model sits among the entries that view tracks and nothing about how far apart two products would feel in your hands. Where a card's usability or price row reports a vendor document instead of a customer record or a monthly plan, that is a fact about our evidence rather than about the products.
Do AI video generators keep the face consistent?+
Drift over the length of a take is the recurring complaint in this category, and it is not something the arena measures: a board scores preference between short clips. The individual cards carry what practitioners and vendors themselves report about consistency, dated and quoted, including one vendor's own help-centre statement that a short clip holds together better than a long one from the same prompt.
How much does AI video generation cost?+
Depends on the unit, and the unit differs across this category. Some vendors sell a monthly subscription; others meter per second of generated video, where 4K costs many times what 480p does and a rejected take bills in full. Each value row names the unit it converted and the day the price was read, and where no consumer plan is published the card says that instead of guessing.
Can I use AI-generated video commercially?+
Read the contract row on the card for the tool you are considering. Across this category the clause that matters most is not ownership but the carve-outs: what the agreement excludes, and whether recognisable faces or licensed characters put you outside it. Each card quotes the vendor's own words with the read date.
Is there a free AI video generator from an image?+
Trial credits are common, permanent free tiers less so, and in this category access itself is sometimes the constraint. One product is invite-gated rather than priced. The free-tier row on each card records what the vendor publishes. Treat trial credits as a way to test drift on your own reference image, which is the thing no score here can measure for you.
