30 hours back, every single report
How an Australian engineering remediation firm automated the slowest part of their core deliverable with multimodal AI, without taking a single engineer out of the approval loop.
The client is an Australian engineering and remediation services firm. Their name is withheld at their request; the results are real and the build is described exactly as delivered.
The problem: the product was the bottleneck
This firm's core deliverable is the technical report. Each one required an engineer to spend roughly 30 hours on manual work before the real analysis even started: reviewing field defect imagery by hand, identifying remediation requirements, extracting data from dense and inconsistent source documents, and assembling client-ready findings.
For a business whose product is the report itself, that time was the ceiling on growth. More reports meant more senior engineers doing data extraction instead of engineering.
The build: multimodal AI with a named human approver
No off-the-shelf tool fit their document formats, so Synap built a purpose-built workflow:
- Ingestion. The workflow takes in field defect imagery and source documents in the firm's actual formats, not an idealised version of them.
- Multimodal analysis. AI vision identifies defect types and remediation pathways from the imagery, and extracts the precise data points each report depends on.
- Structured drafting. The system drafts the structured recommendations a senior engineer would otherwise write by hand, in the firm's report format.
- Human in the loop, always. Every AI output passes through a named human approver before it becomes part of an official report. There is a full audit trail across every suggestion, edit and approval.
That last point is the design decision that matters. The AI does the extraction and the first draft; the engineer does the judgement. Nothing reaches a client without a person signing it.
The result
- Roughly 30 hours of manual work removed from every report
- Senior engineers back on judgement work instead of documentation
- Faster turnaround on client engagements
- More capacity without more headcount
- An audit trail that makes every AI contribution reviewable
What this means for your business
If your business produces reports, assessments, quotes or any document built from messy source material, the same pattern applies: AI handles extraction and drafting, your experts keep the judgement and the sign-off. The starting point is knowing whether your documents and volumes justify a build. Our AI Readiness Assessment ($950) answers exactly that, and custom builds start at $1,200.
Got a document bottleneck of your own?
Book a free 30 minute Discovery Call and describe the report that eats your team's week. You will get a straight answer on whether this pattern fits.
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