MethodologyRankings

How we rank AI software

The Rankings page surfaces five views of the AI software landscape. Each view answers a different question and uses the same underlying dataset, refreshed weekly.

Version v1.3Updated 2026-06-08

Data source

Mindber freezes a monthly ranking snapshot into our dirRankings collection on the first of each calendar month, ranking every eligible tool by tracked monthly visits — so a fresh ranking exists for every month, even when an upstream source lags. The underlying traffic, growth, and category data come from a weekly source update of public AI-tool directories (currently Toolify). Once that source publishes its own ranking for a month, the upstream source rank takes over for that month.

Cadence: Monthly snapshot · weekly source refresh
Latest snapshot: June 2026

Ranking dimensions

Top AI this Month: Mindber's monthly snapshot — every eligible tool ranked by tracked monthly visits, frozen on the first of each calendar month so the latest month is always present without waiting on upstream lag. When an upstream source later publishes its own ranking for that month, the upstream source rank takes over for it.
Top AI by Categories: Best-in-class by traffic within each category (Writing, Image, Code, Voice, etc.). Pick a category from the selector to filter.
Top AI by Regions: Regional leaders by estimated traffic share. Pick a region from the selector to filter.
Top AI by SourcePending: Inherited from upstream data; criteria are under review. Hidden from navigation until the methodology is finalized.
Top AI by RevenuePending: Revenue figures are estimates from third-party sources, not all entries are independently verified. Hidden from navigation until verification coverage reaches the gate.

What the columns mean

Monthly Visit: Estimated monthly traffic to the tool's primary domain for the selected period. From the upstream source update, not independently verified per row.
Growth: Absolute change in monthly visits versus the prior period.
Growth Rate: Percentage change versus the prior period.
Tags: Categories the tool belongs to in our directory.

Limitations

Traffic estimates have wide error bars at the long tail. Numbers within ±30% of the upstream estimate should be treated as approximate.
Some entries previously represented aggregator or host domains (e.g. apps.apple.com, chromewebstore.google.com, force.com) rather than AI-specific products. We now filter these out at query time through a non-AI host blocklist so they no longer appear on the rankings page. See the data-sources page for the current filter rules.
Display names occasionally lag upstream renames. We override these case-by-case via a curated displayName layer.

Corrections

If a ranking row shows the wrong product name, traffic figure, or category for a tool you own, you can claim your profile to submit updates. Substantive ranking-engine corrections (methodology bugs, systematic data issues) are tracked publicly in our methodology changelog.

Disclaimer

Rankings reflect public traffic-intelligence signals only. They do not assess product quality, revenue, retention, or company health. Treat them as one input, not a final verdict.

MethodologyRankings

How we rank AI software

The Rankings page surfaces five views of the AI software landscape. Each view answers a different question and uses the same underlying dataset, refreshed weekly.

Version v1.3Updated 2026-06-08

Data source

Cadence: Monthly snapshot · weekly source refresh
Latest snapshot: June 2026

Ranking dimensions

Top AI this Month: Mindber's monthly snapshot — every eligible tool ranked by tracked monthly visits, frozen on the first of each calendar month so the latest month is always present without waiting on upstream lag. When an upstream source later publishes its own ranking for that month, the upstream source rank takes over for it.
Top AI by Categories: Best-in-class by traffic within each category (Writing, Image, Code, Voice, etc.). Pick a category from the selector to filter.
Top AI by Regions: Regional leaders by estimated traffic share. Pick a region from the selector to filter.
Top AI by SourcePending: Inherited from upstream data; criteria are under review. Hidden from navigation until the methodology is finalized.
Top AI by RevenuePending: Revenue figures are estimates from third-party sources, not all entries are independently verified. Hidden from navigation until verification coverage reaches the gate.

What the columns mean

Monthly Visit: Estimated monthly traffic to the tool's primary domain for the selected period. From the upstream source update, not independently verified per row.
Growth: Absolute change in monthly visits versus the prior period.
Growth Rate: Percentage change versus the prior period.
Tags: Categories the tool belongs to in our directory.

Limitations

Traffic estimates have wide error bars at the long tail. Numbers within ±30% of the upstream estimate should be treated as approximate.
Some entries previously represented aggregator or host domains (e.g. apps.apple.com, chromewebstore.google.com, force.com) rather than AI-specific products. We now filter these out at query time through a non-AI host blocklist so they no longer appear on the rankings page. See the data-sources page for the current filter rules.
Display names occasionally lag upstream renames. We override these case-by-case via a curated displayName layer.

Corrections

Disclaimer

Rankings reflect public traffic-intelligence signals only. They do not assess product quality, revenue, retention, or company health. Treat them as one input, not a final verdict.

MethodologyRankings

How we rank AI software

The Rankings page surfaces five views of the AI software landscape. Each view answers a different question and uses the same underlying dataset, refreshed weekly.

Version v1.3Updated 2026-06-08

Data source

Cadence: Monthly snapshot · weekly source refresh
Latest snapshot: June 2026

Ranking dimensions

Top AI this Month: Mindber's monthly snapshot — every eligible tool ranked by tracked monthly visits, frozen on the first of each calendar month so the latest month is always present without waiting on upstream lag. When an upstream source later publishes its own ranking for that month, the upstream source rank takes over for it.
Top AI by Categories: Best-in-class by traffic within each category (Writing, Image, Code, Voice, etc.). Pick a category from the selector to filter.
Top AI by Regions: Regional leaders by estimated traffic share. Pick a region from the selector to filter.
Top AI by SourcePending: Inherited from upstream data; criteria are under review. Hidden from navigation until the methodology is finalized.
Top AI by RevenuePending: Revenue figures are estimates from third-party sources, not all entries are independently verified. Hidden from navigation until verification coverage reaches the gate.

What the columns mean

Monthly Visit: Estimated monthly traffic to the tool's primary domain for the selected period. From the upstream source update, not independently verified per row.
Growth: Absolute change in monthly visits versus the prior period.
Growth Rate: Percentage change versus the prior period.
Tags: Categories the tool belongs to in our directory.

Limitations

Traffic estimates have wide error bars at the long tail. Numbers within ±30% of the upstream estimate should be treated as approximate.
Some entries previously represented aggregator or host domains (e.g. apps.apple.com, chromewebstore.google.com, force.com) rather than AI-specific products. We now filter these out at query time through a non-AI host blocklist so they no longer appear on the rankings page. See the data-sources page for the current filter rules.
Display names occasionally lag upstream renames. We override these case-by-case via a curated displayName layer.

Corrections

Disclaimer

Rankings reflect public traffic-intelligence signals only. They do not assess product quality, revenue, retention, or company health. Treat them as one input, not a final verdict.

MethodologyRankings

How we rank AI software

The Rankings page surfaces five views of the AI software landscape. Each view answers a different question and uses the same underlying dataset, refreshed weekly.

Version v1.3Updated 2026-06-08

Data source

Cadence: Monthly snapshot · weekly source refresh
Latest snapshot: June 2026

Ranking dimensions

Top AI this Month: Mindber's monthly snapshot — every eligible tool ranked by tracked monthly visits, frozen on the first of each calendar month so the latest month is always present without waiting on upstream lag. When an upstream source later publishes its own ranking for that month, the upstream source rank takes over for it.
Top AI by Categories: Best-in-class by traffic within each category (Writing, Image, Code, Voice, etc.). Pick a category from the selector to filter.
Top AI by Regions: Regional leaders by estimated traffic share. Pick a region from the selector to filter.
Top AI by SourcePending: Inherited from upstream data; criteria are under review. Hidden from navigation until the methodology is finalized.
Top AI by RevenuePending: Revenue figures are estimates from third-party sources, not all entries are independently verified. Hidden from navigation until verification coverage reaches the gate.

What the columns mean

Monthly Visit: Estimated monthly traffic to the tool's primary domain for the selected period. From the upstream source update, not independently verified per row.
Growth: Absolute change in monthly visits versus the prior period.
Growth Rate: Percentage change versus the prior period.
Tags: Categories the tool belongs to in our directory.

Limitations

Traffic estimates have wide error bars at the long tail. Numbers within ±30% of the upstream estimate should be treated as approximate.
Some entries previously represented aggregator or host domains (e.g. apps.apple.com, chromewebstore.google.com, force.com) rather than AI-specific products. We now filter these out at query time through a non-AI host blocklist so they no longer appear on the rankings page. See the data-sources page for the current filter rules.
Display names occasionally lag upstream renames. We override these case-by-case via a curated displayName layer.

Corrections

Disclaimer

Rankings reflect public traffic-intelligence signals only. They do not assess product quality, revenue, retention, or company health. Treat them as one input, not a final verdict.