Civic Intelligence

Edge AI Foundation

EIN 84-2137184 • 501(c)3 • San Jose, CA

Pub. 78 Eligible

Profile

To educate industry and the general public, promote research and community collaborations, and conduct technical events related to low power machine learning for artificial intelligence applications

2021 The AlamedaSan Jose, CA 95126

www.tinyml.org

Siviq Scores

Precomputed percentiles relative to similar nonprofits. These scores are descriptive rather than judgmental.

Liabilities / Assets

23rd percentile

0.00x

Higher debt load relative to assets than 23% of similar nonprofits.

501(c)3 • $1M-$5M nonprofits • Source year 2024

Liabilities / Revenue

21st percentile

0.00x

Higher debt load relative to revenue than 21% of similar nonprofits.

501(c)3 • $1M-$5M nonprofits • Source year 2024

Net Margin

21st percentile

-11%

Higher net margin than 21% of similar nonprofits.

501(c)3 • $1M-$5M nonprofits • Source year 2024

Top Officer Pay

74th percentile

$0

Higher top officer pay than 74% of similar nonprofits.

Top officer pay equals 0.0% of source-year revenue.

501(c)3 • $1M-$5M nonprofits • Source year 2019

Asset Growth

12th percentile

-14%

Faster asset growth than 12% of similar nonprofits.

501(c)3 • $1M-$5M nonprofits • Annualized from 2023 to 2024

Revenue Growth

47th percentile

5.8%

Faster revenue growth than 47% of similar nonprofits.

501(c)3 • $1M-$5M nonprofits • Annualized from 2023 to 2024

Assets

Down

$736,344

Down $119,363 (-14%) from 2023

Liabilities

Up

$1,194

Up $1,194 from 2023

Net Assets

Down

$735,150

Down $120,557 (-14%) from 2023

Revenue

Up

$1,049,077

Up $57,177 (+5.8%) from 2023

Expenses

Up

$1,169,634

Up $419,142 (+56%) from 2023

Net Income

Down

-$120,557

Down $361,965 (-150%) from 2023

Trend Graphs

Balance Sheet Trend

Grouped bars show assets, liabilities, and net assets across loaded filings.

$1.0M$500K$0Assets 2019: $85,525Liabilities 2019: $0Net Assets 2019: $85,5252019Assets 2020: $108,302Liabilities 2020: $0Net Assets 2020: $108,3022020Assets 2021: $331,364Liabilities 2021: $0Net Assets 2021: $331,3642021Assets 2022: $614,299Liabilities 2022: $0Net Assets 2022: $614,2992022Assets 2023: $855,707Liabilities 2023: $0Net Assets 2023: $855,7072023Assets 2024: $736,344Liabilities 2024: $1,194Net Assets 2024: $735,1502024

Highlighted filing

2024

Assets$736,344
Liabilities$1,194
Net Assets$735,150

Operations Trend

Revenue, expenses, and net income by year, with the latest filing highlighted.

$1.5M$1.0M$500K$0-$500KRevenue 2019: $85,577Expenses 2019: $52Net Income 2019: $85,5252019Revenue 2020: $429,026Expenses 2020: $406,249Net Income 2020: $22,7772020Revenue 2021: $549,800Expenses 2021: $326,738Net Income 2021: $223,0622021Revenue 2022: $821,407Expenses 2022: $538,472Net Income 2022: $282,9352022Revenue 2023: $991,900Expenses 2023: $750,492Net Income 2023: $241,4082023Revenue 2024: $1,049,077Expenses 2024: $1,169,634Net Income 2024: -$120,5572024

Highlighted filing

2024

Revenue$1,049,077
Expenses$1,169,634
Net Income-$120,557

Filings

Latest Filing Detail
Jump To
Filing Snapshot
Filing Period
Jan 1, 2024 to Dec 31, 2024
Signed
Jul 12, 2025
Return Version
2024v5.2
Gross Receipts
$1,049,077
Mission and Program Overview

Mission

To educate industry and the general public, promote research and community collaborations, and conduct technical events related to low power machine learning for artificial intelligence applications

To educate industry on low power machine learning for artificial intelligence applications.

Balance Sheet Detail
LineBeginningEndChange
Assets
Rtn Earn Endowment Incm Other Fnds$855,707$735,150▼ $120,557
Cash and Non-Interest-Bearing Accounts$208,138$443,048▲ $234,910
Savings and Temporary Cash Investments$647,569$293,296▼ $354,273
Total Assets$855,707$736,344▼ $119,363
Liabilities
Accounts Payable and Accrued Expenses$0$1,194▲ $1,194
Total Liabilities$0$1,194▲ $1,194
Net Assets / Fund Balance
Total Net Assets Fund Balance$855,707$735,150▼ $120,557
Total Liabilities and Net Assets / Fund Balance$855,707$736,344▼ $119,363
Compensation and Service Providers

Employees

NameTitleFull / Part TimeBaseTotal
Peter BernardExecutive DirectorPT$105,624$105,624

Board Members and Trustees

NameTitle
Didem Un AtesDirector
Vijay Janapa ReddiDirector
Zach ShelbyDirector
Marian VerhelstDirector, Resigned April 20, 2024
Evgeni GousevChariman
Ira FeldmanSecretary/treasurer, Resigned April 30
Revenue and Support

Revenue Composition

Contributions and Grants
$881,409
Program Service Revenue
$158,834
Investment Income
$12,558
Other Revenue
$-3,724
All Other Contributions
$881,409
Change in Net Assets
$-120,557
Expenses and Functional Allocation

Major Expense Lines

Line ItemAmount
Other Expenses$862,271
Salaries, Compensation, and Employee Benefits$296,193
Grants and Similar Amounts Paid$11,170
Professional Fundraising Fees$0
Total Fundraising Expense$0

Functional Expense Allocation

Line ItemProgramManagementFundraisingTotal
All Other Expenses$594,739$129$0$594,868
Other Salaries and Wages$146,969$105,624$0$252,593
Fees for Services Management$0$92,951$0$92,951
Travel$69,081$0$0$69,081
Comp Disqual Persons$0$43,600$0$43,600
Information Technology$40,448$0$0$40,448
Fees for Services Legal$0$35,215$0$35,215
Grants to Domestic Individuals$11,170--$11,170
Other Expenses$5,129$0$0$5,129
Insurance$4,162$0$0$4,162
Advertising$3,662$0$0$3,662
Fees for Services Other$0$392$0$392
Office Expenses$0$183$0$183
Total Functional Expenses$891,067$278,567$0$1,169,634
International Activity

Grant and Assistance Recipients

RecipientLocationCategoryPurposeAmount
UnescoMedina, WA-Education$10,000
Fundraising, Events, and Gaming
Fundraising activities
No
Gaming activities
No
Professional fundraiser used
No

Fundraising and Gaming Totals

Line ItemAmount
Professional Fundraising Fees$0
Political and Lobbying Activity
Political campaign activity
No
Lobbying activity
No
Subject to proxy tax
No
Governance and Compliance

Governance Checklist

Compiled or reviewed by an accountant
No
Annual disclosure for covered persons
Yes
Backup withholding compliance
Yes
Business relationship with 35% controlled entity
No
Business relationship with family members
No
Business relationship with organization members
No
Material changes to governing documents
Yes
Compensation from other sources disclosed
No
CEO compensation reviewed
Yes
Other officer compensation reviewed
Yes
Conflict-of-interest policy
Yes
Audited financial statements prepared
No
Key decisions subject to board approval
No
Management duties delegated
Yes
Filing and Contact Details

Filer

Filer Name
Edge Ai Foundation
EIN
84-2137184
Phone
4086068005
Address
2021 THE ALAMEDA, SAN JOSE, CA 95126

Signing Officer

Name
Pete Bernard
Title
Officer
Phone
4086068005
Signed
2025-07-12
Discuss with paid preparer
Yes

Organization Details

Principal Officer
Pete Bernard
Formed
2019
Legal Domicile
CA
Voting Board Members
6
Independent Board Members
6
Employees
0
Volunteers
100

Preparer

Firm
Grimaldi Solutions LLC
Address
2021 THE ALAMEDA STE 250, SAN JOSE, CA 95126
Preparer
Laura a Grimaldi
Phone
4086068005
Supplemental Narrative

Additional Explanations

Pt VI, Line 3

Edge ai foundation contracts feldman engineering corp. (fec)to provide administrative services. Fec is owned by ira feldman (prior director resigned april 20, 2024)total paid (including expense reimbursements) to fec was $249,715.15 or which 92,950.83 was paid for ira feldmans services as managing director.

Pt VI, Line 3

Pete bernard was paid 105,624 for his services as executive director in 2024.

Pt VI, Line 8B

There is no committee with authority to act on behalf of the board.

Pt VI, Line 11B

The board reviews the form 990 before filing it.

Pt VI, Line 12C

To ensure the organization operates in a manner consistent with its charitable purposes and does not engage in activities that could jeanpardize its exemption, periodic reviews are conducted. These reviews shall include whether partnerships, joint ventures, and arrangement with management entities conform to the organizations written policies, are properly recorded, reflect reasonable investment or payment for goods and services, further the charitable purposes, and do not result in inurement, impermissible pribvate benefit, or an excess benefit transaction. The use of outside experts is permitted, but not required, in conducting the review.

Pt VI, Line 15A

The salaries of officers shall be fixed from time to time by resolution of the board of directors. In all cases, officer salaries shall be reasonable and given in return for services actually rendered to the organization. All officer salaries shall be approved in advance in accordance with the conflice of interest policy in article 9 of the bylaws.

Pt VI, Line 15B

SAME AS PT VI, LINE 15A

Pt VI, Line 18

AVAILABLE UPON REQUEST

Pt VI, Line 19

The foundation governing documents, conflict of interest policy and financial statements are available upon request at the foundation.

Pt VI, Line 4

Organization changed its name from tinyml foundation to edge ai foundation. This name change reflects the changing nature of ai technology.

Form 990, Part IX, Line 24E

Marketing 187746. 187746. 0. 0.

Form 990, Part IX, Line 24E

Other professional fees 24500. 24500. 0. 0.

Form 990, Part IX, Line 24E

Postage and shipping 6. 0. 6. 0.

Form 990, Part IX, Line 24E

State fees 123. 0. 123. 0.

Form 990, Part IX, Line 24E

Event expenses 382493. 382493. 0. 0.

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IRS990ScheduleO/SupplementalInformationDetail/ExplanationTxt0EDGE AI FOUNDATION CONTRACTS FELDMAN ENGINEERING CORP. (FEC)TO PROVIDE ADMINISTRATIVE SERVICES. FEC IS OWNED BY IRA FELDMAN (PRIOR DIRECTOR RESIGNED APRIL 20, 2024)TOTAL PAID (INCLUDING EXPENSE REIMBURSEMENTS) TO FEC WAS $249,715.15 OR WHICH 92,950.83 WAS PAID FOR IRA FELDMANS SERVICES AS MANAGING DIRECTOR.
IRS990ScheduleO/SupplementalInformationDetail/ExplanationTxt1PETE BERNARD WAS PAID 105,624 FOR HIS SERVICES AS EXECUTIVE DIRECTOR IN 2024.
IRS990ScheduleO/SupplementalInformationDetail/ExplanationTxt2THERE IS NO COMMITTEE WITH AUTHORITY TO ACT ON BEHALF OF THE BOARD.
IRS990ScheduleO/SupplementalInformationDetail/ExplanationTxt3THE BOARD REVIEWS THE FORM 990 BEFORE FILING IT.
IRS990ScheduleO/SupplementalInformationDetail/ExplanationTxt4TO ENSURE THE ORGANIZATION OPERATES IN A MANNER CONSISTENT WITH ITS CHARITABLE PURPOSES AND DOES NOT ENGAGE IN ACTIVITIES THAT COULD JEANPARDIZE ITS EXEMPTION, PERIODIC REVIEWS ARE CONDUCTED. THESE REVIEWS SHALL INCLUDE WHETHER PARTNERSHIPS, JOINT VENTURES, AND ARRANGEMENT WITH MANAGEMENT ENTITIES CONFORM TO THE ORGANIZATIONS WRITTEN POLICIES, ARE PROPERLY RECORDED, REFLECT REASONABLE INVESTMENT OR PAYMENT FOR GOODS AND SERVICES, FURTHER THE CHARITABLE PURPOSES, AND DO NOT RESULT IN INUREMENT, IMPERMISSIBLE PRIBVATE BENEFIT, OR AN EXCESS BENEFIT TRANSACTION. THE USE OF OUTSIDE EXPERTS IS PERMITTED, BUT NOT REQUIRED, IN CONDUCTING THE REVIEW.
IRS990ScheduleO/SupplementalInformationDetail/ExplanationTxt5THE SALARIES OF OFFICERS SHALL BE FIXED FROM TIME TO TIME BY RESOLUTION OF THE BOARD OF DIRECTORS. IN ALL CASES, OFFICER SALARIES SHALL BE REASONABLE AND GIVEN IN RETURN FOR SERVICES ACTUALLY RENDERED TO THE ORGANIZATION. ALL OFFICER SALARIES SHALL BE APPROVED IN ADVANCE IN ACCORDANCE WITH THE CONFLICE OF INTEREST POLICY IN ARTICLE 9 OF THE BYLAWS.
IRS990ScheduleO/SupplementalInformationDetail/ExplanationTxt6SAME AS PT VI, LINE 15A
IRS990ScheduleO/SupplementalInformationDetail/ExplanationTxt7AVAILABLE UPON REQUEST
IRS990ScheduleO/SupplementalInformationDetail/ExplanationTxt8THE FOUNDATION GOVERNING DOCUMENTS, CONFLICT OF INTEREST POLICY AND FINANCIAL STATEMENTS ARE AVAILABLE UPON REQUEST AT THE FOUNDATION.
IRS990ScheduleO/SupplementalInformationDetail/ExplanationTxt9ORGANIZATION CHANGED ITS NAME FROM TINYML FOUNDATION TO EDGE AI FOUNDATION. THIS NAME CHANGE REFLECTS THE CHANGING NATURE OF AI TECHNOLOGY.
IRS990ScheduleO/SupplementalInformationDetail/ExplanationTxt10MARKETING 187746. 187746. 0. 0.
IRS990ScheduleO/SupplementalInformationDetail/ExplanationTxt11OTHER PROFESSIONAL FEES 24500. 24500. 0. 0.
IRS990ScheduleO/SupplementalInformationDetail/ExplanationTxt12POSTAGE AND SHIPPING 6. 0. 6. 0.
IRS990ScheduleO/SupplementalInformationDetail/ExplanationTxt13STATE FEES 123. 0. 123. 0.
IRS990ScheduleO/SupplementalInformationDetail/ExplanationTxt14EVENT EXPENSES 382493. 382493. 0. 0.
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IRS990ScheduleO/SupplementalInformationDetail/FormAndLineReferenceDesc6Pt VI, Line 15b
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IRS990ScheduleO/SupplementalInformationDetail/FormAndLineReferenceDesc8Pt VI, Line 19
IRS990ScheduleO/SupplementalInformationDetail/FormAndLineReferenceDesc9Pt VI, Line 4
IRS990ScheduleO/SupplementalInformationDetail/FormAndLineReferenceDesc10Form 990, Part IX, Line 24e
IRS990ScheduleO/SupplementalInformationDetail/FormAndLineReferenceDesc11Form 990, Part IX, Line 24e
IRS990ScheduleO/SupplementalInformationDetail/FormAndLineReferenceDesc12Form 990, Part IX, Line 24e
IRS990ScheduleO/SupplementalInformationDetail/FormAndLineReferenceDesc13Form 990, Part IX, Line 24e
IRS990ScheduleO/SupplementalInformationDetail/FormAndLineReferenceDesc14Form 990, Part IX, Line 24e
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