OnDeck AI

What OnDeck AI does

OnDeck AI is a Vancouver-based visual intelligence software company founded in 2022 that builds Perception-0, a proprietary vision model and surrounding platform for complex video and image analysis. The core technology is a recursive self-improving harness that achieves state-of-the-art performance on the LVBench benchmark (81.2%, exceeding Gemini 3.1 Pro at 78.5% and GPT-4o at 48.9%) by getting better performance out of frontier models and autonomously adapting to each customer's workflow without requiring training data or data labelling. The platform exposes four capabilities — Search (querying petabytes of unstructured footage), Understand (complex event reasoning), Report (human or machine-readable output), and Customize (self-adapting to unique workflows) — and is deployable in the cloud, on-premises, or in air-gapped environments, with SOC 2 Type 2 compliance supporting regulated buyers.

The company serves enterprise customers across defense agencies (Singapore's Ministry of Defense for threat detection across autonomous assets), robotics companies (Parametric for safe robotics model training), universities, and public safety organizations. Revenue is generated through quote-based enterprise licensing with annual subscription terms, sold via direct enterprise field sales with consultative engagement (Talk to our team, Book a call). The company was founded as OnDeck Fisheries AI, originally funded through Canada's Ocean Supercluster, and has since pivoted to a broader visual intelligence positioning, secured Y Combinator backing in September 2025, and established research credibility via a NeurIPS publication. With 1-10 employees and approximately $2M in disclosed funding, OnDeck remains a very early-stage company competing against well-capitalized frontier vision model providers.

Name

OnDeck AI

Legal name

OnDeck AI

Website

https://ondeckai.com

Company type

Private

Founded year

2022

Operating status

Operating

Headcount range

1–10 employees

Short description

OnDeck AI is a Vancouver-based visual intelligence software company that builds Perception-0, a proprietary self-improving vision model and enterprise platform for complex video and image analysis, serving defense agencies, robotics companies, universities, and public safety organizations via cloud or air-gapped on-prem deployments.

Ownership category

akta.pro rank

Product category

Enterprise Computer Vision AI

NAICS

Software Publishers (5132)

SIC

Services-Computer Programming Services (7371), Search, Detection, Navagation, Guidance, Aeronautical Sys (3812)

akta.pro primary industry

AI Application Enablement Platforms (Copilot/Agent Frameworks, SDKs) (HDAEANAJ)

akta.pro secondary industries

AI/Analytics Video Surveillance (Detection, LPR, People Counting) (HSAHACAF), Model Serving, Inference & Deployment Platforms (APIs, Edge/On-Prem) (HDAEANAC), Autonomy Software, AI & Mission Management (UAS/UXV) (IMABAIAH)

Keywords

• Visual intelligence platform
• Computer vision AI
• Video understanding software
• Defense AI solutions
• Autonomous visual analysis

Headquarters

HQ city

Vancouver

HQ country

Canada

HQ region

North America

Offices1 record

Markets served

GTM type

B2B

Offering type

Software

Cost components

Personnel, Technology or R&D, Infrastructure, Marketing or Sales, Operations

Revenue model

1. Vision AI Platform Licensing: OnDeck appears to offer its Perception-0 vision model as a licensed platform deployed via cloud or on-premises. The enterprise deployment model suggests subscription or usage-based licensing for their AI capabilities. Pricing is quote-based, indicating enterprise contract negotiations.

Pricing tiers

Go-to-market motion1 record

Distribution channels3 records

Marketing channels5 records

Core offering

OnDeck AI builds and sells Perception-0, an enterprise visual intelligence platform that performs search, complex-event understanding, and report generation across petabytes of unstructured video and image footage without requiring customer-side training or data labelling. The platform is delivered via cloud, on-premises, or air-gapped deployment to defense agencies, robotics companies, universities, and public safety organizations. Revenue is generated through quote-based enterprise subscriptions negotiated via direct field sales.

Product overview

OnDeck AI offers a unified visual intelligence platform centered on its Perception-0 model. The platform provides four core capabilities—Search, Understand, Report, and Customize—delivered as an integrated solution deployable in cloud or on-premises environments with air-gapped options. Perception-0 serves as the foundational vision model that powers all platform features, functioning as a self-improving harness that autonomously adapts to customer workflows without requiring training or data labelling.

Differentiator

Problem solved

Functional benefit

Products and services

• Perception-0 Perception-0 is OnDeck's flagship self-improving vision model. It is a harness that gets remarkably better performance out of frontier models and autonomously self-improves on any task, without requiring customer training or data labelling. It powers the platform's Search, Understand, Report, and Customize capabilities.
• OnDeck Visual Intelligence Platform Enterprise visual intelligence platform providing Search (finding anything across petabytes of unstructured footage), Understand (complex event analysis), Report (human or machine-readable report generation), and Customize (self-adapting to customer workflows). Deployable in cloud, on-premises, or air-gapped environments with SOC 2 Type 2 compliance. Targeted at defense agencies, robotics companies, universities, and public safety organizations.

Quantifiable outcome

• Saves hundreds of hours of manual data labelling and analysis per customer

Named customers2 records

Segments4 records

Ideal customer profiles3 records

Technology focussed Yes

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

AI capability6 records

Feature5 records

Scale indicators2 records

Recent moves6 records

Expansion highlights6 records

Direct peers

• Scale AI: Scale AI builds data infrastructure and frontier vision/language model evaluation and fine-tuning products (e.g., Scale Evaluation, SEAL). It is directly comparable to OnDeck because both sell enterprise-grade vision AI capabilities with an emphasis on benchmark performance, model customization, and serving defense and government customers.
• Twelve Labs: Twelve Labs develops multimodal video foundation models for understanding long-form video, with petabyte-scale search and analytics use cases. It is directly comparable to OnDeck's Perception-0 in that both target enterprise video intelligence (search, understand, report) and benchmark themselves against general-purpose frontier models.
• Shield AI: Shield AI builds autonomous systems and AI pilot software (Hivemind) for defense, using vision AI for navigation and threat detection on unmanned platforms. It is a direct comparable to OnDeck's defense use case (Singapore MOD autonomous-asset situational awareness) and represents the most-funded vision-AI-for-defense competitor.
• Roboflow: Roboflow provides a computer vision platform for training, deploying, and managing vision models with a focus on ease of use and enterprise deployment. It is comparable to OnDeck as a competing vision-AI platform targeting enterprises and robotics developers, though Roboflow's model is more about labeled fine-tuning versus OnDeck's no-training harness.
• Clarifai: Clarifai offers an AI platform for unstructured image, video, and text data with enterprise and government deployments including defense and intelligence use cases. It is comparable to OnDeck as a competing computer-vision AI platform with a similar enterprise/government GTM and focus on video analytics.

Broad incumbents

• Anduril Industries: Anduril is a defense-tech prime building Lattice, autonomous platforms (Ghost, Roadrunner), and vision-based situational awareness products for militaries and border agencies. It is comparable to OnDeck as a much larger incumbent selling computer-vision intelligence to defense buyers, and competes for the same procurement dollars.
• Palantir Technologies: Palantir builds data analytics and AI platforms (Gotham, Foundry, AIP) widely deployed across defense, intelligence, and government for situational awareness and decision support. It is comparable to OnDeck as a much larger incumbent that already owns the defense/government vision-AI procurement budgets OnDeck is targeting.
• Planet Labs: Planet Labs operates the largest commercial satellite imagery constellation and applies computer vision and AI to detect change, objects, and activities for defense, agriculture, and public-sector customers. It is comparable to OnDeck as a vision-AI platform processing petabytes of unstructured visual data for government and security use cases.
• Skydio: Skydio builds autonomous drones with onboard computer vision for defense, public safety, and enterprise inspection. It is comparable to OnDeck in that both apply vision AI to autonomous assets for situational awareness and threat detection, though Skydio owns the hardware while OnDeck supplies the perception layer.

Emerging players

• Voxel51: Voxel51 builds FiftyOne, an open-source toolkit for computer vision data curation and model evaluation, and is increasingly offering enterprise vision-AI tooling. It is comparable to OnDeck in the computer vision tooling space, though it sits one layer below (data/eval tooling vs. end-user vision model).

Market position

Strengths4 records

Weaknesses4 records

Competitive moat4 records

Key risks5 records

Key highlights6 records

Customer concentration

• Xx.com/ondeckai
• LinkedInlinkedin.com/company/ondeckai

Compliance1 record

Revenue estimate

Valuation estimate

Number of profiles

Profiles2 records

Funding overview

Funding rounds5 records

Investors5 records

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

M&A

Investments

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

Frequently asked questions about OnDeck AI