Monitor AI tools for signs of shutdown, acquisition, or abandonment. Protect your workflow investments.
241
Tools monitored
3
Critical
45
At risk
108
Watch
85
Healthy
Healthy (80-100)
Active development, strong funding
Watch (60-79)
Slower updates, minor concerns
At Risk (30-59)
Acquisition rumors, feature cuts
Critical (0-29)
Shutdown signals, founder exits
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Track the tools you depend on and get alerts when they show risk signals.
Lack of widespread recognition/adoption · Intense competition in productivity AI · Uncertain funding and development trajectory
Last assessed: 10/3/2026
Survival: 20%
Limited public presence/adoption · High competition in productivity AI · Uncertain funding status
Last assessed: 10/3/2026
Survival: 20%
Limited public information and market presence in the highly saturated AI video market. · Likely struggling to compete with well-funded and technologically advanced competitors. · High risk of discontinuation without significant new funding or a compelling product differentiation.
Last assessed: 10/9/2026
Survival: 25%
Less known player in the crowded AI video generation space, struggling for visibility. · Likely struggles with funding and user adoption compared to larger, more established competitors. · High risk of being outpaced or acquired without significant differentiation or investment.
Last assessed: 10/9/2026
Survival: 30%
Limited public information and market presence in the competitive automation sector. · Likely struggling to compete with established RPA and AI automation platforms. · High risk of discontinuation without significant funding and a clear, differentiated value proposition.
Last assessed: 10/9/2026
Survival: 30%
Generic AI design tool in an extremely competitive market · Likely struggling with funding and user acquisition · High competition from established design software and other AI tools
Last assessed: 9/22/2026
Survival: 32%
AI video generation tool in a highly competitive and evolving market · Likely struggling with funding and user acquisition against larger players · High pressure from established video editing tools integrating AI
Last assessed: 9/22/2026
Survival: 38%
DIY automation platform, potentially niche · Faces competition from broader no-code/low-code automation tools · User adoption depends on ease of use and specific use cases
Last assessed: 10/11/2026
Survival: 40%
Emerging video generation tool in a hyper-competitive market with rapid technological shifts. · Relies heavily on continuous funding rounds to keep pace with innovation and marketing. · User adoption is critical for long-term viability against well-established and well-funded competitors.
Last assessed: 10/9/2026
Survival: 40%
Limited public presence and user adoption · Lack of recent development updates or funding news · Likely overshadowed by more robust and well-funded AI agent platforms
Last assessed: 10/5/2026
Survival: 40%
Niche productivity tool, potential for limited market · High competition in general productivity AI · Funding status and user adoption trends are less clear
Last assessed: 10/11/2026
Survival: 40%
Emerging AI video tool, specific features unclear · High competition in the AI video generation market · Limited public information on funding and user adoption
Last assessed: 10/11/2026
Survival: 40%
Risk-score disclaimer: these health scores — including the "Survival Odds" percentage and the Category Breakdown shown for each tool — are heuristic estimates generated from observable signals — funding stage, release cadence, GitHub activity, founder departures, press mentions, user-sentiment scrapes — not insider knowledge of any vendor's roadmap, balance sheet, or M&A pipeline. Survival Odds is the same underlying health score expressed as a percentage, not a separately computed forecast. A "Critical" score means we detected warning signals worth investigating, not that the tool is definitely shutting down. Conversely, a "Healthy" score is no guarantee a vendor won't pivot or get acquired tomorrow. Use this as one input alongside your own due diligence — vendor contracts, data-portability provisions, and contingency plans matter more than any score. The Skill Shift is not affiliated with the vendors tracked and earns no commission on watch decisions.
Health score declined from 75 to 65
Apr 21, 2026
Health score declined from 75 to 60
Apr 21, 2026
Health score declined from 75 to 60
Apr 21, 2026
Health score declined from 75 to 60
Apr 21, 2026
Health score declined from 75 to 65
Apr 21, 2026
Health score improved from 72 to 85
Apr 21, 2026
Health score improved from 75 to 85
Apr 21, 2026
Health score declined from 80 to 60
Apr 21, 2026
The Insights tools work better together — use them in sequence as you research, decide, and protect a tool choice.
Weekly Digest
Weekly digest flags acquisitions, layoffs, and pivot announcements
Pricing Statistics
Citable AI pricing data, updated daily
Stack Calculator
Recalculate your stack assuming the riskiest tools shut down
Pricing Tracker
A vendor dropping price aggressively may be in trouble — verify by tracking history
Alternatives Database
Replace at-risk tools with healthier alternatives ranked by migration speed
Tool Alerts
Set status-change alerts so you hear about a shutdown the day it's announced