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Trustworthy AI

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uuid0008ap2

Namestring
Trustworthy AI
Legal namestring
Trustworthy AI, Inc.
Websiteurl
trustworthy.ai
Company typeenum
Private
Founded yearint
2019
Descriptiontext

Trustworthy AI was a Palo Alto-based software company founded in 2019 that built black-box risk analysis tools for safety-critical autonomous systems, primarily autonomous vehicles. The company developed and sold the TrustworthySearch API, which used adaptive adversarial search combined with importance sampling methods to efficiently identify and rank failure modes in AV simulation frameworks without requiring access to proprietary system internals. A complementary TrustworthyAgents API exposed self-play algorithms combined with imitation learning to generate realistic, diversified multi-agent behavior models (cars, pedestrians, bicycles) for simulation. The platform was paired with synthetic behavior logs for regression testing and custom consulting services across robotics, autonomy, simulation, formal verification, machine learning, optimization, and statistics.

Operating statusenum
Acquired
Ownership categoryenum
Headcount rangeband
1–10
akta.pro rankint
HeadquartersPalo Alto, United States
HQ citystring
Palo Alto
HQ countrystring
United States
HQ regionstring
North America
Markets served

Serves global market

Keyword5 values
autonomous vehicle safety testing, black-box risk analysis, simulation failure detection, importance sampling APIs, safety-critical software assessment
Industry3 codes
1Safety & Alignment Evaluation (red-teaming, harmful capability testing)
CodeHDAAAMALPrimaryYes
2Audit, Explainability & Accountability Tooling (traceability, reporting)
CodeHDAAAKALPrimaryNo
3Regulatory Readiness & Audit Automation (e.g., EU AI Act, NIST AI RMF, ISO/IEC 42001)
CodeHDAAAMAEPrimaryNo
SIC code2 codes
  • Services-Testing Laboratories8734
  • Services-Computer Integrated Systems Design7373
Product category
Autonomous Vehicle Safety Testing Software
Social media profiles1 record
GTM motion1 record

Each record includes

Type, Description, Source

Revenue model3 records
1TrustworthySearch API Access
TypeSubscription Recurring
Description

Cloud-based API access for black-box safety assessment and failure finding, integrated with customer simulation frameworks. Supports continuous integration workflows.

trustworthy.ai
2TrustworthyAgents API Access
TypeSubscription Recurring
Description

API subscription for agent behavior diversification and realistic simulation agents.

trustworthy.ai
3Custom Consulting Services
TypeProfessional Services
Description

Expertise-based consulting across robotics, autonomy, simulation, formal verification, machine learning, optimization, and statistics for safety-critical autonomous software development.

trustworthy.ai
Marketing channels3 records

Each record includes

Title, Type, Stage, Description, Source

Distribution channels1 record

Each record includes

Title, Type, Scope, Target buyer, Description, Source

Cost components4 values
Technology or R&D, Personnel, Operations, Marketing or Sales
GTM typeB2B
B2B
Offering typeSoftware
Software
Brand1 of 2 records shown
1TrustworthySearch API
Description

Black-box risk analysis API that efficiently finds and ranks failure cases in autonomous systems, guiding search for failures in simulation frameworks.

trustworthy.ai
+1 more record
Core offering1 text field

Trustworthy AI develops black-box risk analysis APIs that integrate with customer simulation frameworks to efficiently find, rank, and prioritize failure modes in safety-critical autonomous vehicle systems. The core platform comprises the TrustworthySearch API (adaptive adversarial search using importance sampling) and the TrustworthyAgents API (self-play algorithms for diversifying agent behaviors in simulation), supplemented by custom consulting in robotics, autonomy, simulation, formal verification, machine learning, optimization, and statistics.

Differentiator
Functional benefit
Problem solved
Quantifiable outcome1 of 2 values shown
  • Estimated OpenPilot will encounter dangerous situations approximately once every 1250 miles
+1 more record
Product overview1 text field

Trustworthy AI offers a unified platform centered on the TrustworthySearch API for black-box risk analysis and the TrustworthyAgents API for simulation diversity. The portfolio includes realistic agent models developed through imitation learning and self-play, synthetic multi-agent failure scenario logs, and custom consulting services. All products are designed to accelerate the development, testing, and deployment of safety-critical autonomous systems by efficiently finding and prioritizing failures.

Product and service3 records
1TrustworthySearch API
CategoryAPI product
Description

A black-box risk analysis API that efficiently finds and prioritizes failure cases in autonomous vehicle simulations. Uses adaptive adversarial search and importance sampling methods to identify failing scenarios ranked by probability of occurrence, suitable for A/B testing and continuous-integration loops. Requires no knowledge of internal simulation or system details.

2TrustworthyAgents API
CategoryAPI product
Description

An API that exposes self-play algorithms to develop diverse agent models for simulation testing. Expands agent suites to encompass a hierarchy of passive through aggressive behaviors while maintaining realism, completely black-box in design.

3Custom Consulting Services
CategoryProfessional services
Description

Expertise across robotics, autonomy, simulation, formal verification, machine learning, optimization, and statistics provided to improve approaches for developing safety-critical autonomous software.

Scale indicator1 record

Each record includes

Type, Value, Description, Source

Partnership1 partner
Strategic tierFlagshipTypeStrategic or Co-development PartnerAnnounced on2021-06-14
Description

Trustworthy AI was acquired by Waymo, the leader in fully autonomous technology. The acquisition was driven by shared vision that solving the long tail challenge is key to large-scale AV deployment. Trustworthy AI's adaptive adversarial search techniques for efficiently finding realistic high-risk failures complement Waymo's autonomous driving capabilities.

Recent move5 records

Each record includes

Date, Type, Title, Description, Source

Expansion highlight5 records

Each record includes

Type, Description

Peers10 records
TypeDirect peer
Description

Foretellix provides scenario-driven safety validation and coverage analytics for autonomous vehicles using measurable scenario descriptions, directly competing with Trustworthy AI's TrustworthySearch API for the AV safety-testing use case among AV developers and Tier 1 suppliers.

TypeDirect peer
Description

Applied Intuition offers a comprehensive simulation and validation platform for autonomous driving and ADAS, overlapping with Trustworthy AI's simulation-based risk analysis and serving the same AV manufacturer and Tier 1 customer base.

TypeDirect peer
Description

Cognata provides a simulation platform for autonomous vehicles featuring realistic 3D environments and AI-based traffic agents, competing with Trustworthy AI's TrustworthyAgents and synthetic scenario generation capabilities.

TypeDirect peer
Description

rFpro delivers high-fidelity driving simulation software used by AV developers and OEMs for testing and validation, competing in the same simulation-based safety-assessment space as Trustworthy AI.

TypeBroad incumbent
Description

NVIDIA's DRIVE Sim platform provides scalable AV simulation built on Omniverse, offering hardware-in-the-loop and scenario-based testing as part of NVIDIA's broader autonomous driving stack — a broad incumbent alternative to Trustworthy AI's API.

TypeBroad incumbent
Description

Waymo is the acquirer of Trustworthy AI and the leading commercial AV operator. While not a direct product peer, Waymo itself runs massive-scale AV simulation and safety evaluation internally, and now incorporates Trustworthy AI's technology into its development pipeline.

TypeEmerging player
Description

Comma AI develops open-source driver-assistance software (OpenPilot) and was the subject of Trustworthy AI's first independent AV safety evaluation. Their open-source AV stack represents an adjacent and complementary player in the AV safety ecosystem.

TypeEmerging player
Description

Parallel Domain generates synthetic data and 3D environments for AV simulation and machine-learning training, overlapping with Trustworthy AI's synthetic behavior logs and realistic agent model products.

TypeEmerging player
Description

Oxbotica develops autonomous vehicle software with a strong focus on safety validation and formal verification methods, sharing Trustworthy AI's emphasis on rigorous safety assurance for autonomous deployments.

TypeEmerging player
Description

Edge Case Research provides safety and risk assessment services for autonomous systems, including testing and validation consulting — overlapping with Trustworthy AI's custom consulting services and safety-assessment focus.

Market position
Strengths4 records

Each record includes

Headline, Details, Source

Weaknesses4 records

Each record includes

Headline, Details, Source

Competitive moat4 records

Each record includes

Type, Details

Key risks5 records

Each record includes

Headline, Details, Source

Key highlights6 records

Each record includes

Headline, Details, Source

Customer concentration

Classification, Details

Named customers2 records

Each record includes

Name, Industry, Type, Use case, Source, UUID

Segment3 records

Each record includes

Title, Type, Primary, Description, Pain point addressed, Use case, Source

Ideal customer profile3 records

Each record includes

Profile, Firmographic size, Sales motion, Sales cycle length, Buying structure, Purchase trigger, Buyer persona, Geography, Industry vertical, Primary use case, Description, Pain points, Evidence proof points, Target buyer

Technology focused
Yes
API detail
Has APIbool
Yes

Docs URL, Description

AI capability4 records

Each record includes

Type, Description, Source

AI maturity
App detail

Has app

Feature5 records

Each record includes

Title, Differentiator, Description, Source

Core technology
Revenue estimate
Valuation estimate
Number of profiles
Profiles6 records

Each record includes

Name, Designation, Designation category, Overview, Profile commentary, Source

No data
No data
Funding overview

Funding stage, Last funding date, Total funding USD

Funding rounds

Each record includes

Round, Amount USD, Date, Pre money valuation, Total investors, Investors, News

Investors

Each record includes

Name, Type, Date of entry, Rounds participated, Website

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A

Each record includes

Name, Acquisition type, Announced date, Completed date, Status, Website, News

Investment

Each record includes

Name, Round, Announced date, Lead investor, Website, News

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Trustworthy AI

Autonomous Vehicle Safety Testing Softwaretrustworthy.ai

What Trustworthy AI does

Trustworthy AI was a Palo Alto-based software company founded in 2019 that built black-box risk analysis tools for safety-critical autonomous systems, primarily autonomous vehicles. The company developed and sold the TrustworthySearch API, which used adaptive adversarial search combined with importance sampling methods to efficiently identify and rank failure modes in AV simulation frameworks without requiring access to proprietary system internals. A complementary TrustworthyAgents API exposed self-play algorithms combined with imitation learning to generate realistic, diversified multi-agent behavior models (cars, pedestrians, bicycles) for simulation. The platform was paired with synthetic behavior logs for regression testing and custom consulting services across robotics, autonomy, simulation, formal verification, machine learning, optimization, and statistics.

Trustworthy AI firmographics

Firmographics
Name
Trustworthy AI
Legal name
Trustworthy AI, Inc.
Website
https://trustworthy.ai
Company type
Private
Founded year
2019
Operating status
Acquired
Headcount range
1–10 employees
Ownership category
akta.pro rank

Trustworthy AI industry classification

Industry
Product category
Autonomous Vehicle Safety Testing Software
SIC
Services-Testing Laboratories (8734), Services-Computer Integrated Systems Design (7373)
akta.pro primary industry
Safety & Alignment Evaluation (red-teaming, harmful capability testing) (HDAAAMAL)
akta.pro secondary industries
Audit, Explainability & Accountability Tooling (traceability, reporting) (HDAAAKAL), Regulatory Readiness & Audit Automation (e.g., EU AI Act, NIST AI RMF, ISO/IEC 42001) (HDAAAMAE)

Keywords

  • Autonomous vehicle safety testing
  • Black-box risk analysis
  • Simulation failure detection
  • Importance sampling APIs
  • Safety-critical software assessment

Where Trustworthy AI is headquartered

Location

Headquarters

HQ city
Palo Alto
HQ country
United States
HQ region
North America

Markets served

Trustworthy AI business model

Business model
GTM type
B2B
Offering type
Software
Cost components
Technology or R&D, Personnel, Operations, Marketing or Sales

Revenue model

  1. TrustworthySearch API Access: Cloud-based API access for black-box safety assessment and failure finding, integrated with customer simulation frameworks. Supports continuous integration workflows.
  2. TrustworthyAgents API Access: API subscription for agent behavior diversification and realistic simulation agents.
  3. Custom Consulting Services: Expertise-based consulting across robotics, autonomy, simulation, formal verification, machine learning, optimization, and statistics for safety-critical autonomous software development.

Go-to-market motion1 record

Distribution channels1 record

Marketing channels3 records

Trustworthy AI product offering

Product offering

Core offering

Trustworthy AI develops black-box risk analysis APIs that integrate with customer simulation frameworks to efficiently find, rank, and prioritize failure modes in safety-critical autonomous vehicle systems. The core platform comprises the TrustworthySearch API (adaptive adversarial search using importance sampling) and the TrustworthyAgents API (self-play algorithms for diversifying agent behaviors in simulation), supplemented by custom consulting in robotics, autonomy, simulation, formal verification, machine learning, optimization, and statistics.

Product overview

Trustworthy AI offers a unified platform centered on the TrustworthySearch API for black-box risk analysis and the TrustworthyAgents API for simulation diversity. The portfolio includes realistic agent models developed through imitation learning and self-play, synthetic multi-agent failure scenario logs, and custom consulting services. All products are designed to accelerate the development, testing, and deployment of safety-critical autonomous systems by efficiently finding and prioritizing failures.

Differentiator

Problem solved

Functional benefit

Brands

  • TrustworthySearch API: Black-box risk analysis API that efficiently finds and ranks failure cases in autonomous systems, guiding search for failures in simulation frameworks.
  • TrustworthyAgents API

Products and services

  • TrustworthySearch API A black-box risk analysis API that efficiently finds and prioritizes failure cases in autonomous vehicle simulations. Uses adaptive adversarial search and importance sampling methods to identify failing scenarios ranked by probability of occurrence, suitable for A/B testing and continuous-integration loops. Requires no knowledge of internal simulation or system details.
  • TrustworthyAgents API An API that exposes self-play algorithms to develop diverse agent models for simulation testing. Expands agent suites to encompass a hierarchy of passive through aggressive behaviors while maintaining realism, completely black-box in design.
  • Custom Consulting Services Expertise across robotics, autonomy, simulation, formal verification, machine learning, optimization, and statistics provided to improve approaches for developing safety-critical autonomous software.

Quantifiable outcome

  • Estimated OpenPilot will encounter dangerous situations approximately once every 1250 miles
  • +1 more outcomes

Companies that use Trustworthy AI

Customer profile

Named customers2 records

Segments3 records

Ideal customer profiles3 records

Trustworthy AI technology and API

Technology

Technology focussed Yes

API detail

Has API
Yes
API docs
API detail

Core technology

AI maturity

App detail

AI capability4 records

Feature5 records

Trustworthy AI partnerships and signals

Strategic signal

Partnerships

One partnership is on record.

  • WaymoflagshipStrategic or Co-development Partner · 14 June 2021Trustworthy AI was acquired by Waymo, the leader in fully autonomous technology. The acquisition was driven by shared vision that solving the long tail challenge is key to large-scale AV deployment. Trustworthy AI's adaptive adversarial search techniques for efficiently finding realistic high-risk failures complement Waymo's autonomous driving capabilities.

Scale indicators1 record

Recent moves5 records

Expansion highlights5 records

Trustworthy AI competitors and assessment

Company assessment

Direct peers

  • Foretellix: Foretellix provides scenario-driven safety validation and coverage analytics for autonomous vehicles using measurable scenario descriptions, directly competing with Trustworthy AI's TrustworthySearch API for the AV safety-testing use case among AV developers and Tier 1 suppliers.
  • Applied Intuition: Applied Intuition offers a comprehensive simulation and validation platform for autonomous driving and ADAS, overlapping with Trustworthy AI's simulation-based risk analysis and serving the same AV manufacturer and Tier 1 customer base.
  • Cognata: Cognata provides a simulation platform for autonomous vehicles featuring realistic 3D environments and AI-based traffic agents, competing with Trustworthy AI's TrustworthyAgents and synthetic scenario generation capabilities.
  • rFpro: rFpro delivers high-fidelity driving simulation software used by AV developers and OEMs for testing and validation, competing in the same simulation-based safety-assessment space as Trustworthy AI.

Broad incumbents

  • NVIDIA DRIVE Sim: NVIDIA's DRIVE Sim platform provides scalable AV simulation built on Omniverse, offering hardware-in-the-loop and scenario-based testing as part of NVIDIA's broader autonomous driving stack — a broad incumbent alternative to Trustworthy AI's API.
  • Waymo: Waymo is the acquirer of Trustworthy AI and the leading commercial AV operator. While not a direct product peer, Waymo itself runs massive-scale AV simulation and safety evaluation internally, and now incorporates Trustworthy AI's technology into its development pipeline.

Emerging players

  • Comma AI: Comma AI develops open-source driver-assistance software (OpenPilot) and was the subject of Trustworthy AI's first independent AV safety evaluation. Their open-source AV stack represents an adjacent and complementary player in the AV safety ecosystem.
  • Parallel Domain: Parallel Domain generates synthetic data and 3D environments for AV simulation and machine-learning training, overlapping with Trustworthy AI's synthetic behavior logs and realistic agent model products.
  • Oxbotica: Oxbotica develops autonomous vehicle software with a strong focus on safety validation and formal verification methods, sharing Trustworthy AI's emphasis on rigorous safety assurance for autonomous deployments.
  • Edge Case Research: Edge Case Research provides safety and risk assessment services for autonomous systems, including testing and validation consulting — overlapping with Trustworthy AI's custom consulting services and safety-assessment focus.

Market position

Strengths4 records

Weaknesses4 records

Competitive moat4 records

Key risks5 records

Key highlights6 records

Customer concentration

Trustworthy AI social profiles

Digital presence

Trustworthy AI financial estimates

Financial estimate

Revenue estimate

Valuation estimate

Trustworthy AI leadership team

Management profile

Number of profiles

Profiles6 records

Trustworthy AI funding detail

Funding detail

Funding overview

Funding rounds

Investors

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

Trustworthy AI M&A and investment

M&A and investment

M&A

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about Trustworthy AI

What does Trustworthy AI do?

Trustworthy AI develops black-box risk analysis APIs that integrate with customer simulation frameworks to efficiently find, rank, and prioritize failure modes in safety-critical autonomous vehicle systems. The core platform comprises the TrustworthySearch API (adaptive adversarial search using importance sampling) and the TrustworthyAgents API (self-play algorithms for diversifying agent behaviors in simulation), supplemented by custom consulting in robotics, autonomy, simulation, formal verification, machine learning, optimization, and statistics.

Is Trustworthy AI a public or private company?

Trustworthy AI is a private company. It is classified as corporate owned and is currently acquired.

When was Trustworthy AI founded?

Trustworthy AI was founded in 2019. It employs 1 to 10 people.

Where is Trustworthy AI based?

Trustworthy AI is headquartered in Palo Alto, United States, in the North America region.

How does Trustworthy AI make money?

Three revenue lines are on record. TrustworthySearch API Access are the primary driver. The others are trustworthyAgents API Access and custom Consulting Services.

Who are Trustworthy AI's main competitors?

Direct peers on record are Foretellix, Applied Intuition, Cognata and rFpro. Broad incumbents are NVIDIA DRIVE Sim and Waymo. Emerging players are Comma AI, Parallel Domain, Oxbotica and Edge Case Research.

Does Trustworthy AI have an API?

Yes. Trustworthy AI offers two APIs: (1) TrustworthySearch API - a black-box risk analysis API that efficiently finds and prioritizes failure cases in simulation frameworks, suitable for A/B testing and continuous-integration loops. It never needs to know what happens inside the simulation. (2) TrustworthyAgents API - exposes self-play algorithms to develop diverse agent models encompassing passive through aggressive behaviors that maintain realism. Also completely black-box. Both APIs are designed for safety assessment of autonomous systems. Developer documentation is at github.com/Trustworthy-AI/trustworthysearch-demo.

What industry is Trustworthy AI in?

Trustworthy AI's product category is Autonomous Vehicle Safety Testing Software. Its primary akta.pro industry code is HDAAAMAL, Safety & Alignment Evaluation (red-teaming, harmful capability testing), with a secondary code of HDAAAKAL, Audit, Explainability & Accountability Tooling (traceability, reporting). Its SIC code is 8734.

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