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Applied AI & Automation

Grounded machine intelligence where the work actually happens.

No novelty chatbots or hallucinated summaries. We engineer deterministic OCR pipelines, intelligent document extraction, and event-driven automation directly into your operational database.

Automated extraction and document intelligence engineering
Deterministic vs. Probabilistic

AI is only as good as the system behind it. We ground machine intelligence into verified records.

Most business processes fail when using raw generative models because enterprise records demand 100% precision. An invoice amount, a line item quantity, or an account number cannot tolerate hallucinations or creative interpretation.

We wrap machine intelligence in strict deterministic guardrails: schema type-checking, cross-referencing against internal master data, and human-in-the-loop review queues for anomalies. The result is speed without sacrificed accuracy.

When it is time

You will recognise the friction.

Full-time coordinators spend their mornings manually re-typing PDF invoices, receipts, and manifests.

Order confirmation or exception notices take 24–48 hours to process because staff are backlogged with emails.

Simple data entry mistakes in billing numbers cause payment disputes and month-end reconciliation delays.

Your company is growing transaction volume, but headcount has to grow linearly just to key in the data.

Shaped by your operations

Three automated workflows built for the floor.

Practical pipelines that remove hours of daily toil and feed clean data into production systems.

Automated logistics document extraction and OCR
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Document processing: scanned freight tickets and digital extraction interface

For a freight carrier

Automated extraction of signed bills of lading and fuel receipts, matching loads directly against rate sheets with zero manual keying.

Automated supplier price sheet and invoice reconciliation
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Financial reconciler: accounting ledger with automated line matching

For a wholesale distributor

Vendor price sheet parsing that detects line-item increases across 10,000 SKUs and updates customer margin rules in real time.

Field driver status automation via enterprise messaging API
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Mobile messaging: automated dispatch alerts and driver status confirmations

For a regional field team

WhatsApp and SMS field bots that allow technicians to submit job tickets, photos, and time logs directly into the central dispatch hub.

Audit gates

Speed with an ironclad paper trail.

Every automated extraction carries a cryptographic hash, timestamp, and confidence breakdown. If a field falls below your designated confidence floor, the system halts automated insertion and flags it for one-click human verification.

Your controllers and operations managers maintain total oversight. The machine does 95% of the heavy lifting; your team remains the ultimate authority on business truth.

How it comes together
i.

Audit

We analyze your actual historical files, edge cases, and current manual data entry workflows.

ii.

Pipeline

We engineer the extraction parser, validation schema, and transformation logic.

iii.

Gates

We build human-in-the-loop review screens for anomalies, ensuring zero dirty data commits.

iv.

Deploy

Connected into your live ERP or database with monitoring and automated error alerts.

Questions

What operations leaders ask

We do not build speculative chat widgets. We engineer deterministic OCR and extraction pipelines that transform messy invoices, PDFs, and delivery slips into validated, schema-enforced relational database records.

Begin with a conversation.

Tell us about the operational bottleneck or document manual entry slowing your team down. A partner will reply within one business day.

Hodessy partner in consultation with client executive
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Photography: partner in conversation with a client