Real work mixes formats: a call, a photo, a PDF and an email all belong to the same case, but tools treat them separately.
14 / Multi Modal AI
Multi Modal AI
One workflow that can read, see and listen.
Systems that combine text, images, audio and documents in a single workflow.
We pick one case that mixes formats, such as a call recording, a form and a photo, and build a single record that links them. Each format gets its own reader, and the combined view is checked against cases your team has already resolved.
What the build includes
A complete production workflow.
Ingest for each format
Readers for audio, scans, images and text that convert every input into searchable structured data.
Unified case record
One timeline per customer, claim or job that shows the call, document and photo side by side.
Cross-format search
Ask a question in plain words and get answers drawn from recordings and documents together, with sources.
Quality checks per format
Separate accuracy tests for transcription, form reading and image understanding.
Where it applies
Typical multi modal ai work.
- →Claims with photos, forms and phone notes
- →Inspection reports with images and voice memos
- →Meeting recordings linked to action documents
- →Support cases with screenshots and transcripts
How a project runs
Four steps, no surprises.
- 01
Discovery call
A short call about the goal and the first workflow or feature worth building.
- 02
Written scope
What is built, which tools it touches, what a person approves, and the timeline, agreed before work starts.
- 03
Build and review
Short iterations connected to your tools, reviewed with your team before anything ships.
- 04
Launch and handoff
Go-live with documentation and an owner on your side. You own what we build.
Technology and fit
Built with the right tools, not every tool.
The exact stack follows the workflow, security requirements, existing systems, and deployment environment.
Technologies
OpenAIGeminiClaudeWhisperPython
Industries
Expected outcomes
- →Everything about a case in one place
- →No more switching between systems
- →Answers that cite the recording or page
- →Accuracy tracked for each input type
- →Faster case review
Common questions
Before we scope it.
Which formats are supported?
Typical inputs are PDFs, scans, images, audio and video. If you have an unusual file type we check it in the first week of discovery.
How accurate is audio transcription?
It varies with accents, noise and vocabulary. We measure it on your recordings and add a custom word list for names and terms.
Is this more complex than one model?
Somewhat, which is why we start with one workflow and add formats one at a time. Each step is tested before the next.
Keep exploring
Related services and technologies.
Related services
Free Audit
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