40%
of enterprise applications were projected to include task-specific agents by the end of 2026, up from under 5% in 2025.
GartnerFree AI agents white paper
AI Agents at Work
A controlled path from deterministic automation and AI assistance to bounded agents that can act without outrunning policy, evidence, or human authority.
- 11-page practical field guide
- Research-backed with linked primary and authoritative sources
- Immediate PDF access after a short contact form
Inside the guide
A decision framework you can use.
- A clear distinction among deterministic automation, AI assistance, and agentic work
- A business gate for deciding when an agent is justified
- A minimum safe operating envelope for identity, data, tools, actions, resources, and environment
- A controlled architecture, adversarial evaluation model, four-stage adoption path, and 60-day pilot blueprint
Why this matters now
Popular topic, calibrated evidence.
The guide pairs current market attention with public research and practical controls. These are context points, not promises of results.
Single digits
still describe agent deployment across nearly all business functions in current survey data.
Stanford AI Index — Economy~1 in 3
structured computer-use tasks still fail for leading agents on the OSWorld benchmark.
Stanford 2026 AI IndexCommon questions
Before you download
What makes an AI system an agent?
An agent uses a model to choose how to progress toward a goal, selects among allowed tools, observes results, and adapts across multiple steps. A chatbot, summary, or fixed workflow with one model call is not automatically an agent.
When should an organization use an agent instead of automation?
An agent is worth considering when the goal is bounded and valuable, the work contains real variability that defeats sensible rules, the available tools and authority can be constrained, outcomes can be evaluated, and early actions are reversible or reviewable.
How much autonomy should the first agent receive?
Very little. Start in observe or draft mode. Add selected actions only after representative and adversarial evaluation demonstrates acceptable quality, access behavior, policy compliance, cost, recovery, and human oversight.
Want help applying the guide?
Bring one workflow, decision, or system that is creating friction. We can help you turn it into a practical assessment, pilot, or delivery path.