Research and data
Evidence you can inspect, download, and cite
Tovaki Research publishes versioned data about the facts measured while integrating AI video models and checking delivery requirements for major publishing platforms. Every file states its scope, review date, and evidence boundary.
Catalog reviewed 2026-08-25. Each dataset keeps its own source review date.
What does Tovaki publish here?
This catalog contains two public datasets and one prepared benchmark method: a snapshot of Tovaki credit charges and integration-tested limits, a row-level record of delivery requirements from six platforms, and a pre-result contract for a controlled AI video comparison. JSON supports software and research workflows; CSV supports spreadsheets and analysis. No quality ranking has been published.
Downloadable datasets
The files below are free to access. Counts and dates are generated from the same source modules as the human-readable pages so a page and its download cannot silently drift apart.
20 model rows · reviewed 2026-08-25
AI video model cost and integration limits
A dated snapshot of real Tovaki credit charges, supported durations, available resolution tiers, cost per finished second, and whether the Tovaki integration records a wired native-audio path.
6 platforms · 209 rows · 196 verified · reviewed 2026-07-25
Platform delivery specifications
Row-level publishing requirements for YouTube, Shopify, Amazon, TikTok, Instagram, and Xiaohongshu. Each row keeps its first-party source, document language, verification status, and review date.
Public methods before results
A method record states what will remain fixed, what stays blind, how failures count, and when a result is allowed. Publishing it first prevents the outcome from rewriting the test.
Prepared · not executed · no ranking
AI video model blind-benchmark methodology
Four integrations, six task lanes, 24 first-take cells and three blinded reviewers. The public record includes score weights, native-audio fairness, technical retry limits, score locking, publication boundaries and a SHA-256 commitment to the complete private protocol.
How to read the data
- A Tovaki integration measurement describes the behavior, limits, or charge exposed inside Tovaki. It is not automatically a claim about every product or endpoint a vendor offers.
- For platform rows, verified=true means the linked first-party source supported the row on its review date. verified=false preserves a known evidence gap; it must not be repeated as a confirmed limit.
- Review dates are content dates, not build timestamps. A deployment does not make an old measurement new.
- Model catalogs, prices, APIs, and platform requirements change. For a current operational decision, follow the linked live Tovaki page or first-party platform source before relying on the dated download.
Claim boundaries
Integration, not vendor universe
Model fields describe what Tovaki has integrated and exposed. A blank or false field can mean the capability is not wired in Tovaki, not that the vendor cannot provide it elsewhere.
No invented quality ranking
The catalog does not rank visual quality because Tovaki has not published a controlled, repeatable quality benchmark for these models. Cost and technical limits are not a proxy for artistic quality.
No popularity or award claims
These files contain no user count, market-share, award, rating, or best-in-class claim. Those statements require separate evidence and do not belong in an integration dataset.
Live evidence sources
Use the page that owns the fact. The current source wins when a dated snapshot and a live value differ.
Suggested citation practice
Name Tovaki as the publisher, identify the dataset, include its review date, and link the exact JSON or CSV URL. When quoting a platform requirement, also retain the row's first-party source URL and verification status. Do not remove the integration or date qualifier.
AI video model cost dataset
Tovaki. (2026). Tovaki AI video model cost and integration limits — 2026 snapshot (Version 2026-08-25) [Data set]. https://tovaki.com/blog/best-ai-video-generators-2026Tovaki. (2026). Tovaki platform delivery specifications (Version 2026-07-25) [Data set]. https://tovaki.com/research#platform-delivery-specs-dataset