Project

Defence consultancy

Retrieval and claim-level attribution across a contested corpus.

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project logo

year >

industry >

Defence advisory

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problem >

A senior assessment is signed by a person, not a model. The corpus is open-source and contested: think-tank papers, procurement notices, transcripts, court filings. The hard part is not retrieval, it is attribution. A claim with no traceable source and no stated confidence cannot be defended when the client pushes back mid-readout.

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what we did >

pgvector retrieval over Postgres, row-level isolation per case, append-only hash-chained audit log, FastAPI services, Next.js and TypeScript client, DOCX export. The model extracts claim-level statements with citations and a confidence value. The analyst stays the author.

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result >

By automating repetitive workflows and administrative tasks, the company significantly reduced the time spent on day-to-day operations. Teams were able to focus on higher-value work instead of manual processes.

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01

15

distributed sources

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02

45%

time saved

Tasks that previously required hours of manual effort were completed automatically in the background. This resulted in faster execution, improved productivity, and more time dedicated to growth, customer experience, and strategic initiatives.

What client says

What client says

Sarah Mitchell

Founder, Interlock Ind.

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m

help

FAQ

FAQ

What types of businesses benefit most from AI automation?

Do we need technical knowledge to get started?

Which tools and platforms can you integrate with?

How long does a typical automation project take?

Can AI work with our existing software and workflows?

What types of businesses benefit most from AI automation?

Do we need technical knowledge to get started?

Which tools and platforms can you integrate with?

How long does a typical automation project take?

Can AI work with our existing software and workflows?

What types of businesses benefit most from AI automation?

Do we need technical knowledge to get started?

Which tools and platforms can you integrate with?

How long does a typical automation project take?

Can AI work with our existing software and workflows?

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Iza Mrozowska, founder

Everything you need to know about AI automation

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