Documents + images
Establish trusted inputs, ownership, and clear access boundaries.
TECHNOLOGY / AI
Generative & multimodal AI
Work with enterprise text, documents, images, and audio.
ARCHITECTURE GUIDE / 04HOW THE TECHNOLOGY CONNECTS
REFERENCE DESIGN01Documents + images
02Structure + extract
03Grounded context
04Model response
05Quality review
CONTROL PLANEIdentity · governance · observability
THE PRACTICAL VIEW
Understand the pattern.
Then choose the tools.
Knowledge work spans formats and needs assistance grounded in source material.
Document understanding, structured extraction, summarization, content assistance, and multimodal retrieval. The right design depends on data characteristics, operating constraints, risk, and the people who will maintain it.
Ingest approved content; extract structure; generate grounded drafts; evaluate before release.
ARCHITECTURE RESPONSIBILITIES
Structure + extract
Make this responsibility explicit, observable, and independently testable within the overall workflow.
Grounded context
Make this responsibility explicit, observable, and independently testable within the overall workflow.
Model response
Make this responsibility explicit, observable, and independently testable within the overall workflow.
Quality review
Define acceptance checks and ownership of the resulting information or action.
TECHNOLOGY OPTIONS
Architecture first.
Tools with a purpose.
Foundation models, vision-language models, speech models, structured outputs
Examples describe architectural options, not Travinto partnerships, certifications, or confirmed integrations.
Fit
Does the pattern solve a specific workflow problem?
Trust
Can access, quality, and source evidence be verified?
Operate
Can the team observe, recover, and manage the system?
Value
Can usefulness and cost be evaluated against a baseline?
Where this pattern
can come into focus.
Retail & commerce
Connect catalog, inventory, and demand information for planning teams.
Explore the blueprint ↗
Education
Help staff navigate institutional knowledge and administrative workflows.
Explore the blueprint ↗
Professional services
Connect engagement knowledge, delivery documents, and proposal preparation.
Explore the blueprint ↗START WITH YOUR CONTEXT
Make the next step
a practical one.
Explore the opportunity, assess your current landscape, and agree a focused scope with clear success criteria.
Discuss Generative & multimodal AI ↗