ToolDirectory.AI · ResearchLive · Updated July 18, 2026
Original research · The AI Graveyard

How many AI tools quietly die?

We have catalogued 2,550 AI tools. 217 have since shut down or been acquired — a hand-reviewed measure of how fast this landscape turns over.

Measured, not estimated
2,550
Tools tracked
217
Retired & buried
8.5%
Mortality rate

Key findings

Cite these
01

Of the 2,550 AI tools ToolDirectory.AI has tracked, 217 (8.5%) have shut down or been acquired.

02

101 tools shut down outright; 116 were acquired.

03

2025 was the deadliest year on record, with 89 retirements.

04

53.4% of acquired AI tools kept shipping under their own brand; the rest were folded in and sunset.

05

85 distinct companies have acquired at least one tracked AI tool.

06

The category with the most retirements is Developer Tools (32 dead tools).

07

The highest failure rate is in Automotive: 16.1% of tracked tools (5/31) have died.

By the numbers

As of July 18, 2026
2,550
Tools tracked
Active catalog + Graveyard
217
Retired
Shut down or acquired
8.5%
Mortality rate
Share of all tracked tools
101
Hard shutdowns
Product offline, team gone
116
Acquired
53.4% kept shipping
2,333
Still active
Live in the catalog today

Retirements by year

deceasedAt

2025 was the deadliest year on record. Counts reflect the year each tool actually wound down — recent years lag, because failures surface months after the fact.

1'18
1'19
3'20
4'21
5'22
21'23
48'24
89'25
44'26

How they died

By cause
Acquired and sunset53.5% · 116
Domain lapsed23% · 50
Shut down23% · 50
Abandoned0.5% · 1

Who is buying

Consolidation · 85 acquirers
01NVIDIA
7 tools
02OpenAI
7 tools
03Cursor (Anysphere)
3 tools
04Google
3 tools
05Meta
3 tools
06Salesforce
3 tools
07Adobe
2 tools
08Amazon
2 tools
09Calabrio
2 tools
10Databricks
2 tools
The Graveyard

Where tools go to die

Absolute retirements per category. Larger categories naturally bury more.

R · I · P
32
Developer Tools
buried
R · I · P
26
AI Infrastructure
buried
R · I · P
17
AI Art & Image Creation
buried
R · I · P
17
AI Content Writing
buried
R · I · P
17
Marketing & SEO
buried
R · I · P
16
Customer Support
buried
R · I · P
14
AI/ML Models
buried
R · I · P
13
Productivity
buried

Which categories fail most

Failure rate

Share of every tool tracked in a category that has since died. Categories with fewer than 12 tracked tools are excluded so the rate is not noise.

Automotive
5 / 31
16.1%
NSFW
4 / 32
12.5%
Coding Assistants
3 / 25
12%
E-Commerce
5 / 46
10.9%
Fitness & Lifestyle
2 / 20
10%
AI Content Writing
14 / 166
8.4%
AI Art & Image Creation
13 / 172
7.6%
Science & Research
4 / 54
7.4%
Cite this report · Open data
“Commonly cited AI startup failure figures run 80–90% — but they're estimates. Ours is measured at the product level: 8.5%, hand-verified, and updated as the Graveyard grows.”
ToolDirectory.AI, "The State of AI Tool Mortality," July 18, 2026. https://tooldirectory.ai/research/ai-tool-mortality

This report and its underlying dataset are free to cite and reuse under CC BY 4.0 with attribution to ToolDirectory.AI.

Methodology · How we count

Every entry in the Graveyard is read, sourced, and dated by an editor before it lands — we do not auto-scrape, and we do not mark a tool dead just because its domain stops resolving. “Retired” means a hard shutdown or an acquisition; acquired tools that kept shipping under their own brand are tracked separately and are not counted as deaths in the cause and category breakdowns where noted.

The mortality rate is the Graveyard count divided by every tool we have ever tracked (active catalog plus Graveyard). It is a floor, not a ceiling: tools we never catalogued and tools that have died but we have not yet confirmed are not included. Numbers regenerate automatically as the registry grows.

Questions · FAQ
How many AI tools have shut down?
ToolDirectory.AI has tracked 2,550 AI tools; 217 (8.5%) have since shut down or been acquired. Of those, 101 were hard shutdowns and 116 were acquisitions.
What is the AI tool failure rate?
Across every tool we have catalogued, the measured failure rate is 8.5% as of July 18, 2026. This counts both outright shutdowns and acquisitions where the original brand was retired.
What is the AI startup failure rate?
Commonly cited AI startup failure figures run from 80% to 90%, but they are estimates. Our number is measured at the product level: 8.5% of the 2,550 AI tools we have tracked have already shut down or been acquired — a live, hand-verified floor for the real rate, updated as the Graveyard grows. Landscape-level survivorship over a longer window will read higher.
What kills most AI tools — shutdown or acquisition?
The most common recorded cause is "Acquired and sunset" at 53.5% of retirements with a known cause.
Do acquired AI tools survive?
53.4% of acquired AI tools kept shipping under their own brand after the deal; the rest were folded into the acquirer and sunset.
How is this data collected?
Every Graveyard entry is hand-reviewed, sourced, and dated by an editor — never auto-scraped. The full dataset is available as JSON at /feed/graveyard.json under CC BY 4.0.
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