Adept Pros & Cons: What Nobody Tells You [2026]

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.

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.

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.

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.

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.