Useful choices start with honest facts

What this directory is

ByTask AI is a free-to-browse directory. Its historical inventory originated in public directory imports, including Future Tools and Futurepedia. Imported descriptions are labeled and are progressively replaced with original summaries based on official sources.

Three distinct evidence levels

• Imported listing: a historical record, not independently verified.
• Official source reviewed: an editor inspected published product or pricing information on the displayed date.
• Hands-on tested: reserved for a documented run with input, result and conditions. Recorded outputs and their review notes appear in the copywriting test log. Only the named model, plan, brief and date are covered.

How recommendations work

Task shortlists use documented capabilities and explain the editorial reason for inclusion. They are not popularity rankings. Unknown prices are not free. Sponsored placements must be labeled and do not determine organic order.

Corrections and ownership

We retain historical records when availability is uncertain. Use the contact and correction form to request a review. Makers can request a claim; official-domain control is checked separately. ByTask AI is maintained by Sam (Zhengyang Xie). Product facts and recorded model outputs are reviewed with AI assistance. Corrections are welcome through the contact form.

Maintenance

Priority sources are reviewed in batches. A review date is an observation date, not a promise that details remain unchanged. Confirm the current offer with the vendor.