Observe
SEC EDGAR Full-Text Search · annual reports from 2025-01-01 to 2026-07-26.
Back to accepted market map
Public company discovery
Candidates before classification.
VibeCrowd scans annual SEC filings for signals that a public company may participate in the AI economy. Every result enters a review queue—never the Knowledge Graph automatically.
100
unreviewed candidates
1
high priority
40
medium priority
59
low priority
Rank for review
Deterministic signal weights prioritize human research. Popularity and market capitalization are excluded.
Admit explicitly
Identity, AI materiality and evidence must be checked before a profile can join the accepted market map.
100 review candidates
Ordered by research urgency. No candidate below is accepted knowledge.
CandidateReview stateMatched signalsPrimary evidence
Alibaba Group Holding Ltd
NYSE · BABA · CIK 0001577552
HIGH · 11
epistemic: unknown
AI company languageAI infrastructure
20-FMay 20, 2026+1 filing
ExlService Holdings, Inc.
Nasdaq · EXLS · CIK 0001297989
MEDIUM · 10
epistemic: unknown
AI company languageGenerative AI
10-KFeb 24, 2026+1 filing
Hesai Group
Nasdaq · HSAI · CIK 0001861737
MEDIUM · 10
epistemic: unknown
AI company languageAutonomous driving
20-FApr 24, 2026
Nebius Group N.V.
Nasdaq · NBIS · CIK 0001513845
MEDIUM · 10
epistemic: unknown
AI infrastructureAutonomous driving
20-FApr 30, 2026+1 filing
Tesla, Inc.
Nasdaq · TSLA · CIK 0001318605
MEDIUM · 10
epistemic: unknown
AI infrastructureAutonomous driving
10-KJan 29, 2026+1 filing
FIREFLY NEUROSCIENCE, INC.
Nasdaq · AIFF · CIK 0000803578
MEDIUM · 9
epistemic: unknown
AI company languageML platform
10-KMar 31, 2026+1 filing
reAlpha Tech Corp.
Nasdaq · AIRE · CIK 0001859199
MEDIUM · 9
epistemic: unknown
AI platformAI-powered platform
10-KMar 12, 2026+1 filing
Amesite Inc.
Nasdaq · AMST · CIK 0001807166
MEDIUM · 9
epistemic: unknown
AI platformAI infrastructure
10-KSep 29, 2025
Asana, Inc.
NYSE · ASAN · CIK 0001477720
MEDIUM · 9
epistemic: unknown
AI platformGenerative AI
10-KMar 13, 2026+1 filing
BullFrog AI Holdings, Inc.
Nasdaq · BFRG · CIK 0001829247
MEDIUM · 9
epistemic: unknown
AI platform
10-KMar 19, 2026+1 filing
BMP AI Technologies, Inc.
OTC · BMPA · CIK 0001130781
MEDIUM · 9
epistemic: unknown
AI platform
10-KMay 1, 2026+1 filing
GIBO HOLDINGS Ltd
Nasdaq · GIBO · CIK 0002034520
MEDIUM · 9
epistemic: unknown
AI-powered platformAI infrastructure
20-FMay 15, 2026+1 filing
Gloo Holdings, Inc.
Nasdaq · GLOO · CIK 0002069785
MEDIUM · 9
epistemic: unknown
AI company languageAI-powered platform
10-KApr 15, 2026GNVR
Genvor Inc
OTC · GNVR · CIK 0001792941
MEDIUM · 9
epistemic: unknown
AI platformAI-powered platform
10-KDec 10, 2025+1 filing
KALA BIO, Inc.
Nasdaq · KALA · CIK 0001479419
MEDIUM · 9
epistemic: unknown
AI platformAI infrastructure
10-KApr 15, 2026
Kinetic Seas Inc.
OTC · KSEZ · CIK 0001945619
MEDIUM · 9
epistemic: unknown
AI-powered platformAI infrastructure
10-KMay 29, 2026+1 filing
Perion Network Ltd.
Nasdaq · PERI · CIK 0001338940
MEDIUM · 9
epistemic: unknown
AI-powered platformAI infrastructure
20-FMar 16, 2026+1 filing
Pony AI Inc.
Nasdaq · PONY · CIK 0001969302
MEDIUM · 9
epistemic: unknown
Autonomous driving
20-FApr 22, 2026+1 filing
SES AI Corp
NYSE · SES · CIK 0001819142
MEDIUM · 9
epistemic: unknown
AI infrastructure
10-KMar 4, 2026+1 filing
Yunji Inc.
Nasdaq · YJ · CIK 0001759614
MEDIUM · 9
epistemic: unknown
AI company languageML platform
20-FApr 24, 2026+1 filingAIIA
AI Infrastructure Acquisition Corp.
NYSE · AIIA · CIK 0002073553
MEDIUM · 8
epistemic: unknown
AI infrastructure
10-KMar 20, 2026
Arrive AI Inc.
Nasdaq · ARAI · CIK 0001818274
MEDIUM · 8
epistemic: unknown
AI infrastructure
10-KApr 15, 2026
BLUSKY AI INC.
OTC · BSAI · CIK 0001416090
MEDIUM · 8
epistemic: unknown
AI infrastructure
10-KMar 31, 2026
Global Mofy AI Ltd
Nasdaq · GMM · CIK 0001913749
MEDIUM · 8
epistemic: unknown
Generative AI
20-FJan 9, 2026+1 filing
Helport AI Ltd
Nasdaq · HPAI · CIK 0002001699
MEDIUM · 8
epistemic: unknown
AI infrastructure
20-FNov 17, 2025A filing match can describe a product, customer, risk or aspiration. It does not prove that AI is material to the company. Admission requires identity verification, source reading and an explicit classification decision.