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The ranking

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54 of 56 tracked platforms.

AI automation platforms ranked by overall score, with rank change, capability, attention, funding and verdict. Sortable by capability, attention or funding.
#PlatformVerdict
1
n8n

AI workflow automation platform

100—
64.8—
$240M—
Earns it
2
Relevance AI

AI agent automation

100—
2.4—
Undisclosed—
Underrated
3
Windmill

Developer workflow automation

100—
4.7—
Undisclosed—
Earns it
4
Dify

Agentic workflow automation

100—
3.1—
Undisclosed—
Underrated
5
Power Automate

Business process automation

95—
32.6—
Undisclosed—
Earns it
6
Zapier

Workflow automation platform

95—
63.4—
$1M—
Earns it
7
Grok Bot

AI teammates and automation

100—
0—
Undisclosed—
Under the radar
8
Activepieces

AI workflow automation platform

100—
11.9—
Undisclosed—
Earns it
9
Workato

Enterprise workflow automation

95—
24.8—
Undisclosed—
Earns it
10
Kestra

Workflow orchestration

90—
4.7—
$36M—
Earns it
11
StackAI

Enterprise AI workflow automation

100—
0.7—
Undisclosed—
Underrated
12
CrewAI

Multi-agent workflow platform

95—
4.1—
Undisclosed—
Earns it
13
Gumloop

AI agent and workflow automation

90—
5.8—
Undisclosed—
Earns it
14
Microsoft Copilot Studio

Enterprise AI agent builder

95—
3.4—
Undisclosed—
Earns it
15
Botpress

AI agent workflow builder

90—
0—
Undisclosed—
Under the radar
16
Make

Visual AI automation platform

100—
34.9—
Bootstrapped—
Overhyped
17
Latenode

AI workflow automation

100—
1.7—
Undisclosed—
Earns it
18
Wordware

AI assistant with a companion workflow-automation builder

85—
0—
$30M—
Under the radar
19
Tines Stories

Security and IT workflow automation

90—
0—
Undisclosed—
Under the radar
20
Flozic

AI app automation

80—
0—
Undisclosed—
Under the radar

Ranked by one score: execution 35%, reliability 15%, ready to use 15%, autonomy 35%. How each component is measured.

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Score versus attention

BottomBottom252550507575TopTopUNDERRATEDOVERHYPEDStanding on attention: AI answers and funding premiumStanding on overall scoren8nRelevance AIWindmillZapierGrok BotNotisLindy
Tracked productShut down or acquired

Products in the shaded band are within 15 points of the dashed line, where score and attention match. The 17 platforms at the far left have no measured attention and no disclosed funding, so they share one position.

Attention versus funding

0125102040$1M$10M$100M$1BBootstrappedor undisclosedTotal disclosed funding (log scale)Attention in AI answers (square-root scale)n8nZapierDuet3332222MORE ATTENTION THAN THE MONEY PREDICTSLESS ATTENTION THAN THE MONEY PREDICTS
Tracked productShut down or acquiredThe dashed line is the trend across funded products, and the band is one standard deviation around it.

How the score is calculated

35%Execution
Documented ability to act across apps, browsers and workflows, including branches, loops, data transforms and code. It does not measure task success.
15%Reliability
Documented approvals, error handling, logs, testing, versioning, monitoring and secret management. It does not measure uptime.
15%Ready to use
Whether you can sign up and start, need some setup, or must operate the platform yourself.
35%Autonomy
Natural-language building, schedules, app-event triggers, long-running workflows, AI steps, agents and knowledge retrieval.

Award eligibility

Podium and bonus awards need at least 90% of the category's features checked, at least 80% of every scored feature group and a known setup level. Scores that do not meet these requirements stay in the table but cannot win awards.

Score ordering

Exact ties break on autonomy, then execution, then alphabetically by URL slug. Method version: hands-off-v2.

How attention is measured

Every month, DataForSEO runs 100 neutral prompts per category on three AI answer engines (ChatGPT, Claude and Google AI Overviews), which gives 300 answers per product. Older months that also asked a fourth engine are recomputed on these three from the same stored answers. Attention is a product's visibility and share of voice in those answers. A product named in none of them scores zero. A Google result with no AI Overview counts as a measured absence, and a provider failure leaves its answers unmeasured.

Funding and verdicts

Score and attention are each turned into a percentile position in the field. Disclosed funding adds up to 25 points to attention, on a log scale, before attention is ranked again. Underrated and overhyped both need a gap of at least 15 points between the two positions.

Questions about this ranking

How is the ranking calculated?
Each product gets one score out of 100, weighted execution 35%, reliability 15%, ready to use 15%, autonomy 35%. Documented support earns 1 point, partial support half a point and no support 0. Unknown support is left out of the score.
Does AI visibility determine the winner?
No. The order comes from the product score alone. AI visibility and funding decide the verdicts and the AI visibility awards, never the order.
What does overhyped mean here?
A product is overhyped when it ranks at least 15 points higher on attention than on score, with its disclosed funding added to its attention. It also needs at least 5 mentions in the tracked answers.
What does underrated mean here?
A product is underrated when it ranks at least 15 points higher on score than on attention, with its disclosed funding added to its attention. A product that no tracked answer names is marked under the radar instead.

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