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QGNai, Inc.

CAMBRIDGE, MA · Software · Private

Relation-oriented machine learning platform that models object interrelationships using category theory and quantum physics principles to improve AI learning efficiency

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Updated

Sector
Software
Headquarters
CAMBRIDGE, MA
Total capital
$256K
Federal grants
$256K
1 award · 2021
Rank in peer group#38 of 86
Private capital raised
None on recordNo Form D filings on SEC EDGAR. Some raises are not filed.
Federal contracts
None on recordNo federal contract awards found.
Granted patents
0
4 pending

Capital timeline

2021FEDERAL ↑EQUITY ↓Cumulative $256K$256K
2021FEDERAL ↑EQUITY ↓Cumulative $256K$256K

Latest events

  • Federal grantNSF · Phase I · SBIR Phase I: Categorical Representation Learning in Artificial Intelligence$256K

Node area is scaled to amount. Form D reports securities sold, which can differ from an announced round; filings are numbered in the order they were made.

Standing among 86 peers

Line = median

Software

  • Federal grants#38 · top 44%

Cumulative measures favor older companies. Rankings describe position today, not outcome. Below the median, ranks show as a band rather than a number.

Founders and team

No founders are linked to this company yet.

Founders appear once a person is matched to the company through its own patents, grants or filings. We never infer people from social profiles.

Checked: USPTO inventors; federal award principal investigators; SEC Form D related persons · Oct 23, 2026

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What it has protected

USPTO · 0 granted of 4
  • PendingSystems And Methods For Categorical Representation LearningUSPTOApplication 17518313
  • PendingSystems And Methods For Categorial Representation LearningUSPTOApplication PCTUS2021058323
  • PendingSystems And Methods For Categorical Representation LearningUSPTOApplication 63168171
Show all 4 patent records
  • Systems And Methods For Categorical Representation LearningMay 12, 2022 · Application 17518313Pending
  • Systems And Methods For Categorial Representation LearningApplication PCTUS2021058323Pending
  • Systems And Methods For Categorical Representation LearningApplication 63168171Pending
  • Systems And Methods For Categorical Representation LearningApplication 63110906Pending

Related companies, and why

  • AMP Memberships, LLCSimilar federal contract value in Software · null in contracts
  • DEEPLOOK, INC.Similar federal contract value in Software · null in contracts
  • Grain Technology, Inc.Similar federal contract value in Software · null in contracts
  • Arpeggi Labs, Inc.Similar federal contract value in Software · null in contracts
  • Frio Controls, Inc.Similar federal contract value in Software · null in contracts
  • Come Assemble, Inc.Similar federal contract value in Software · null in contracts

Sources

Federal grants from SBIR/STTR, NIH, NSF and DoD records. Federal contracts from USAspending.gov. Private capital from SEC Form D. Patents from USPTO. Publications from OpenAlex. Regulatory activity from the Federal Register. Press matched on company name.

How to read this page

Figures show associations in public records, not causes or predictions. Nothing here is investment advice. An em-dash means no record was found under this company's name, not that none exists.

Data freshness

SEC Form D filings through . SBIR and STTR awards through .