Startup Atlas

Perforated

Perforated is a data-efficiency layer for machine learning.

Last successful source check: 2026-10-26

Inclusion criteria were assessed against available sources. Private-company status and category may be model assessments; no hands-on test or independent confirmation is implied.

Status: Unknown or unverified
Category: Unknown or unverified
Validated funding: $1,114,500 sold so far, per SEC Form D filed 2026-09-01
Pricing excerpt: Unknown or unverified
Open roles: Unknown or unverified
AI visibility: Unmeasured. Visibility products are held.

What it does

According to the company's own description, its PyTorch-native technology adds neuron-specific learning signals during training, with the stated aim of helping models achieve better accuracy. Source

What the company says (captured excerpt)

Better Models. Less Data. | Perforated Skip to content Product Resources About Docs GitHub Product Resources About Docs GitHub PAPER Keyword spotting with perforated networks Better Models. Less Data. Evaluate Perforated AI teams have three ways to improve their models. Most teams only try two. When model accuracy is not good enough, most teams have three options: 01 Collect more data Gather additional labeled examples to

Captured company wording; it may be incomplete. No hands-on test is implied.

Identity & inclusion

Name: Perforated

Legal name: Perforated AI, Inc.

Privately held: Yes · Model assessment

Founded: Unknown or unverified; last successful source check 2026-10-26

Pricing

Unknown or unverified; last successful source check 2026-10-26

Validated price change history is unavailable in this snapshot.

How it differs

Model comparison is unmeasured; no checked comparison with five nearest rivals is available in this snapshot.

Launches and changes

Validated product launch and change history is unavailable in this snapshot.

Team signals

Open roles: Unknown in this snapshot.

Departments are unavailable in this snapshot.

Similar startups

Validated similar startups are unavailable in this snapshot.

Funding & backers

$1,114,500 sold so far, per SEC Form D filed 2026-09-01

$1,114,500 sold so far · filed 2026-09-01 · SEC filing · Form D original filing. · Source

Offering amendments are combined. Announcement and filing overlap is unresolved, so these rows are not added into a total raised.

Unknown or unverified; last successful source check 2026-10-26

Sources & check dates

https://perforatedai.com/

Checked 2026-10-25

SHA-256 46adb5bc247cc29eae7ccf59cc7ff67e2278e5afe02f01b273c554c023d5e7ac

Better Models. Less Data. | Perforated Skip to content Product Resources About Docs GitHub Product Resources About Docs GitHub P

https://perforatedai.com/

Checked 2026-10-26

SHA-256 46adb5bc247cc29eae7ccf59cc7ff67e2278e5afe02f01b273c554c023d5e7ac

Better Models. Less Data. | Perforated Skip to content Product Resources About Docs GitHub Product Resources About Docs GitHub PAPER Keyword spotting with perforated networks Better Models. Less Data. Evaluate Perforated AI teams have three ways to improve their models. Most teams only try two. When model accuracy is not good enough, most teams have three options: 01 Collect more data Gather additional labeled examples to

https://www.perforatedai.com/privacy-policy

Checked 2026-10-25

SHA-256 3fbaaa3f58ea42fb6e64abd2a6593080befe71ceb617942ed2de77bd54555a7e

Perforated AI, Inc.

https://www.sec.gov/Archives/edgar/data/2149792/000214979226000001/primary_doc.xml

Checked 2026-10-26

SHA-256 a4adb182d5085b65101d694b2c244e349c220f8a5993bd716521e122dfaee23c

<totalAmountSold>1114500</totalAmountSold>

https://www.perforatedai.com/llms.txt

Checked 2026-10-25

SHA-256 a430a91b5e9f36956f80c908a44fe007ad3be18882ee7e666e820b5b31aeb6c0

# Perforated > Perforated is a data-efficiency layer for machine learning. Its PyTorch-native technology adds neuron-specific learning signals during training to help models achieve better accuracy, u