Agent Workflows
How teams can use structured PDF output and human verification boundaries in agent-assisted accessibility, review, and RAG workflows.
Use agents for review assistance
Agent workflows can help triage issue reports, summarize likely remediation steps, draft alt text for review, or compare extracted structure against visible page context.
Keep human verification boundaries
Agents should not replace final artifact validation. Compliance-sensitive decisions should stay grounded in exported PDF checks, objective validator results, and human review for ambiguous content.
Use structured output for RAG
For RAG ingestion, agents perform better when they receive Markdown plus JSON elements with headings, tables, reading order, page numbers, and bounding boxes.
Implementation checklist
- 1Parse PDFs into structured output
- 2Give agents page and bbox context
- 3Use agents for triage and drafting
- 4Keep final validation artifact-based
- 5Escalate ambiguous issues to humans
Questions about Agent Workflows
Can agents decide final PDF compliance?+
Agents can assist review, but final status should be grounded in exported-file validation and human judgment where needed.
Why do agents need bounding boxes?+
Bounding boxes connect extracted content to the source page, making citations, visual review, and issue localization easier.