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Adept

Adept AI licenses its ACT-1 Action Transformer technology to enterprise partners, enabling them to build AI agents that visually control any computer software using natural language commands. Through its partnership model, Adept provides screen-reading AI models, proprietary training datasets, and technical consultation for building custom agentic automation solutions—offering an alternative to traditional RPA platforms for organizations with complex, multi-application workflows.

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In Plain English

Adept AI licenses its ACT-1 Action Transformer technology to enterprise partners, enabling them to build AI agents that visually understand and control any computer software using natural language commands. Available exclusively through enterprise partnerships, Adept provides pre-trained agentic models, proprietary training datasets, and dedicated engineering consultation for organizations building custom automation solutions across complex, multi-application workflows.

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Overview

Adept AI is an enterprise agentic AI licensing platform (custom partnership pricing, typically six-to-seven figures) that provides ACT-1 Action Transformer technology for partners building AI agents capable of visually controlling any software application through natural language commands. Founded in 2022 and backed by $415M in funding, Adept's technology enables organizations to automate complex multi-application workflows without requiring APIs or custom integrations.

The core ACT-1 model uses a transformer architecture purpose-built for action prediction rather than text generation, co-developed by Ashish Vaswani, co-inventor of the original transformer architecture. This approach enables pixel-level visual understanding of any graphical interface—including legacy enterprise software, Citrix-published applications, and remote desktop environments where traditional RPA tools struggle.

In 2024, Adept pivoted from direct enterprise automation services to a technology licensing and partnership model. Several co-founders, including CEO David Luan, moved to Amazon to advance AGI research, while Adept continues licensing its ACT-1 and ACT-2 models, web interaction technology, and proprietary training datasets to enterprise partners.

Adept's partnership approach provides access to pre-trained agentic models, a proprietary actuation layer that translates natural language into precise screen interactions, and multi-step planning frameworks. Partners receive dedicated engineering consultation to customize these components for their specific software environments and industry requirements.

The platform's reinforcement learning capabilities enable continuous adaptation when software interfaces change—addressing the estimated 30-40% maintenance overhead that typically plagues traditional RPA deployments. However, access requires direct enterprise sales engagement with significant upfront investment, and there is no self-service tier, free trial, or public release timeline available.

Ideal partners include Fortune 500 enterprises, software vendors, and system integrators with substantial engineering resources who need to embed agentic AI capabilities into their own products or automate complex workflows spanning multiple enterprise systems.

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Enterprise partnership platform requiring significant technical integration and licensing agreements rather than direct software access.

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Editorial Review

Adept AI has successfully pivoted from direct enterprise automation to becoming a critical infrastructure provider for agentic AI development. Their partnership approach allows for deeper customization and industry-specific solutions while leveraging proven web interaction technology. While the barrier to entry is higher due to the enterprise partnership-only model and six-to-seven-figure investment requirements, organizations with complex multi-application workflows and substantial engineering resources may find Adept's visual AI approach superior to traditional RPA platforms for handling legacy systems and novel interfaces.

Key Features

ACT-1 Action Transformer Model+

A purpose-built transformer architecture trained specifically for predicting and executing computer actions rather than generating text. Unlike general LLMs retrofitted for automation, ACT-1 natively understands screen elements, DOM structures, and multi-step action sequences, enabling reliable execution across novel software interfaces.

Visual Screen Understanding+

Pixel-level multimodal analysis that interprets any graphical interface without requiring APIs, accessibility trees, or DOM inspection. This enables automation of legacy enterprise software, Citrix-published applications, and remote desktop environments where traditional RPA tools like UiPath and Blue Prism struggle or fail entirely.

Natural Language Workflow Execution+

Users describe complex multi-step workflows in plain English, and ACT-1 autonomously plans and executes the required sequence across multiple applications. This eliminates the need for flowchart designers, Python scripting, or RPA studio environments that require specialized training and certifications.

Reinforcement Learning Adaptation+

Continuous learning from user demonstrations and feedback loops enables the model to improve over time and adapt when software interfaces change. This addresses the ~30-40% maintenance burden that typically plagues traditional RPA deployments when applications are updated or redesigned.

Proprietary Domain-Specific Language (DSL)+

A specialized actuation layer translates high-level natural language intent into precise screen coordinates, keystrokes, and input commands. This technical infrastructure provides the deterministic execution bridge between probabilistic AI reasoning and the exact input requirements of enterprise software.

Pricing Plans

Enterprise Partnership

Custom

  • ✓Licensed access to ACT-1 and ACT-2 action transformer models
  • ✓Proprietary training datasets and web interaction technology
  • ✓Dedicated engineering consultation and integration support
  • ✓Custom model fine-tuning for partner-specific applications
  • ✓Multi-step planning framework and actuation layer access
  • ✓Ongoing technical consultation and model updates
See Full Pricing →Free vs Paid →Is it worth it? →

Ready to get started with Adept?

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Getting Started with Adept

  1. 1Contact Adept's enterprise sales team through their website to request access to the early access program and discuss your automation requirements
  2. 2Prepare detailed documentation of your current manual workflows, including screenshots and step-by-step processes that you want to automate
  3. 3Evaluate current RPA tools (UiPath, Automation Anywhere) for comparison - Adept's visual AI approach may be worth waiting for if traditional solutions aren't meeting your needs
  4. 4Work with Adept's implementation team to conduct security reviews, install the ACT-1 agent, and configure access permissions for your target applications
  5. 5Start with simple, low-risk automation tasks to test the platform's capabilities before scaling to mission-critical business processes
  6. 6Consider pilot programs with measurable ROI targets - document time savings and error reduction compared to manual processes
  7. 7Establish monitoring and governance procedures for your automated workflows, including error handling and fallback processes when automation fails
Ready to start? Try Adept →

Best Use Cases

🎯

Fortune 500 enterprises automating repetitive data entry tasks across CRM (Salesforce), ERP (SAP, Oracle), and web platforms—saving 10-20 hours per employee weekly on manual data reconciliation

⚡

Research and analyst teams requiring automated data collection from hundreds of websites, PDFs, and regulatory databases for competitive intelligence, market research, and compliance reporting

🔧

Large enterprises with legacy mainframe or custom software that lack modern APIs, where traditional RPA platforms like UiPath require expensive custom connectors or fail to integrate

🚀

Financial services firms automating KYC/AML compliance reporting, document processing, and multi-system reconciliation workflows across core banking, risk, and regulatory platforms

💡

Software vendors and system integrators embedding agentic AI capabilities into their own commercial products through Adept's technology licensing partnership

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Healthcare organizations automating patient data workflows across EHR systems, billing platforms, and prior authorization portals where HIPAA constraints limit API access

Integration Ecosystem

6 integrations

Adept works with these platforms and services:

🧠 LLM Providers
custom-models
☁️ Cloud Platforms
AWSGCP
🌐 Browsers
web-interaction-layer
🔗 Other
enterprise-software-apiscustom-integrations
View full Integration Matrix →

Limitations & What It Can't Do

We believe in transparent reviews. Here's what Adept doesn't handle well:

  • ⚠Partnership-only access model with no self-service tier, free trial, or public release timeline—excludes small businesses, startups, and individual developers
  • ⚠Requires persistent screen access permissions that may conflict with corporate zero-trust security policies, endpoint detection systems, and SOC 2 compliance requirements
  • ⚠Automation reliability depends on visual interface stability—major software redesigns or A/B tested UI changes can break workflows and require model retraining
  • ⚠No offline, on-premises, or air-gapped deployment options available, requiring persistent internet connectivity to Adept's cloud-hosted AI models—problematic for defense, intelligence, and regulated sectors
  • ⚠Cannot automate command-line interfaces, headless systems, API-only microservices, or containerized workloads that lack visual components

Pros & Cons

✓ Pros

  • ✓Works with any desktop or web application without requiring API integrations - ideal for legacy systems and custom enterprise software
  • ✓Natural language interface makes automation accessible to non-technical business users without requiring Python, JavaScript, or RPA scripting knowledge
  • ✓Advanced reinforcement learning adaptation handles interface changes and unexpected scenarios, reducing the 30-40% maintenance overhead typical of traditional RPA deployments
  • ✓Backed by $415M in funding with founding team including Ashish Vaswani (transformer architecture co-inventor) and former Google/OpenAI research leads
  • ✓ACT-1 model can execute multi-step workflows spanning 10+ applications in a single natural language command, eliminating manual context switching
  • ✓Enterprise-grade partnership model provides deep customization and dedicated technical consultation unavailable from off-the-shelf RPA vendors

✗ Cons

  • ✗Partnership-only access model with no self-service signup or public availability—requires direct enterprise sales engagement and significant upfront investment
  • ✗No transparent pricing published; licensing fees, professional services, and ongoing consultation costs are negotiated per partnership
  • ✗Requires extensive screen access permissions that may conflict with zero-trust security policies and SOC 2/HIPAA compliance frameworks
  • ✗Following 2024 strategic shift, key talent moved to Amazon—raising questions about long-term product roadmap continuity for partners
  • ✗Visual-only automation cannot handle command-line interfaces, headless servers, or API-only backend systems common in modern DevOps workflows

Frequently Asked Questions

How does Adept AI's current partnership model differ from their original direct automation approach?+

In 2024, Adept pivoted from offering direct enterprise automation services to a technology licensing and partnership model. Instead of selling automation software directly to end customers, Adept now licenses its ACT-1 and ACT-2 models, web interaction technology, training datasets, and provides technical consultation to help partners build custom agentic AI solutions tailored to their specific industry and workflow requirements.

What types of organizations are best suited for Adept AI's partnership approach?+

Adept's partnership model is designed for large enterprises, software vendors, and system integrators building AI agent capabilities into their own products or internal operational systems. Ideal partners typically have substantial engineering resources, complex multi-application workflows spanning 5+ enterprise systems, and require highly customized automation solutions that off-the-shelf RPA tools cannot deliver.

How does the technical implementation process work with Adept AI's platform?+

Implementation typically follows a multi-phase approach starting with technical discovery workshops to map the partner's software environment and target workflows. Adept then provides licensed access to pre-trained ACT models, the actuation layer, and planning frameworks, alongside dedicated engineering consultation. Partner teams work directly with Adept engineers to fine-tune models for their specific applications and deploy within their infrastructure.

What makes Adept AI's web understanding technology superior to general automation tools?+

Adept's ACT-1 model is specifically trained on web interaction patterns and visual interface understanding, using a transformer architecture purpose-built for action prediction rather than text generation. Unlike general LLMs adapted for automation, ACT-1 natively understands DOM structures, form semantics, and dynamic JavaScript-rendered content. Its reinforcement learning approach enables continuous adaptation to interface changes without manual retraining.

How do pricing and licensing agreements work for Adept AI's enterprise partnerships?+

Adept uses a fully custom licensing model with no published price list, tailored to each partnership's scale, use case complexity, and technical requirements. Pricing typically combines three components: upfront technology licensing fees for model access, professional services fees for integration engineering, and ongoing consultation or usage-based fees. Total investments typically range from six to seven figures annually, positioning Adept well above the $500-$2,000/month category average for mid-market RPA tools.

🔒 Security & Compliance

—
SOC2
Unknown
✅
GDPR
Yes
—
HIPAA
Unknown
—
SSO
Unknown
❌
Self-Hosted
No
❌
On-Prem
No
✅
RBAC
Yes
✅
Audit Log
Yes
✅
API Key Auth
Yes
❌
Open Source
No
✅
Encryption at Rest
Yes
✅
Encryption in Transit
Yes
Data Retention: Configurable
Data Residency: CONFIGURABLE
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What's New in 2026

In 2024-2025, Adept transitioned from a direct enterprise automation company to a technology licensing and partnership model. Several co-founders including CEO David Luan, Maxwell Nye, and Augustus Odena joined Amazon to advance AGI research, while Adept continues licensing its ACT-1 and ACT-2 action transformer models, proprietary training datasets, and web interaction technology to enterprise partners building custom agentic AI solutions.

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Quick Info

Category

Enterprise Agents

Website

www.adept.ai
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