iFixAi
Exceptional signalIndependent auditing of AI agents to uncover misalignment
Launched 19h ago
Signal
89
Velocity
0
What this means
98.7×Growing 98.7× faster than the typical comparable launch.
Compared to 18 comparable launches at the same age.
61%Top-5 finish probability today: 61%.
Projected attention of 334 by end of day-1 (range 251–451).
Prediction
Top-5 finish probability
61%
today
Projected end-of-day votes
334range 251–451
Trajectory
stable
Vote pace holding steady.
Speed vs peers
98.7×
18 comparable launches
About
iFixAi is an independent auditor helping companies assess whether they can trust their AI agents. Unlike relying solely on evals and observability tools, its multifaceted audit includes 250 inspections across 69 categories of AI misalignment, combining AI red teaming, operational assurance, and philosophical, ethical, and sociological perspectives. It identifies failures under testing, explains their business implications, and provides evidence engineers can use to investigate and fix them.
Attention & discussion velocity
Performance
Velocity0
Vote pace vs average
Momentum36
Sustained over 6h
Virality0
Spread × engagement
Engagement25
Discussion per unit of attention
Editorial read
Scored deterministically. Only candidates that fire a story trigger are sent to a model, so this one has no written angle.
InvestigateRanks high on little evidence. Worth a look, but verify before committing.
315/8
Surprising
Describes itself in terms almost no other launch uses: "Independent auditing of AI agents to uncover misalignment"
Timeliness5%100
carried 7%
Novelty15%99
carried 20%
Story20%89
carried 27%
Trend20%30
carried 27%
Business15%16
carried 20%
Not measured · 3 of 8
Revenue10%—
Founder10%—
Cross-platform5%—
Gaps in our data, not findings about the product. Their weight is redistributed across the 5 we did measure.
measuredmeasured, zeronot measured
Full audit →Signal sources
2 of 6 active- Launch tracking4 readings since we picked it up
- AI analysisnot yet enriched
- Comment intelligencethread not yet analysed
- Outside discussionnot checked — domain is a storefront or shared
- Revenue signalsno match on this domain
- Editorial scoring23% evidence coverage
A source that found nothing is a measurement. A source that has not run is a gap. Neither means the launch lacks the thing.
