Qonnex

カスタム AI

For the problems no off-the-shelf tool fits.

Some of the biggest savings hide in processes unique to your business. We design and build AI systems around exactly how you work.

The shape of results

Claim document review
40 minutes0 min
Quote preparation
3 days0 hrs
Contract first-pass review
2 hours0 min

From implementations in this area, measured against each client's own baseline.

The problem, in your words

  • A process everyone says can't be automated

    Every vendor demo ends the same way: it handles ninety percent of your process, and the missing ten percent is the part that makes you money.

  • Knowledge locked in a few people's heads

    Two people in the company can price a complex job correctly, and both of them are booked solid. When either one is on leave, quoting slows to their return date.

  • Documents and data too messy for standard tools

    Scanned forms, supplier PDFs in five formats, handwritten notes in the margins: the documents your business actually runs on were never designed for software.

  • Software vendors who almost fit, but never quite

    The answer exists somewhere: in an old email, a veteran's memory, a folder nobody opens. Finding it takes longer than redoing the work.

What we implement

  • Custom AI assistants

    Trained on your documents and rules, answering the way your best person would.

    Trained on your documents, your rules, and your exceptions; generic knowledge is the starting point, not the product.

  • Specialized document processing

    Industry-specific paperwork read, extracted, and validated automatically.

    Reads the formats your suppliers and regulators actually send, including the ugly ones.

  • Process-specific models

    Pricing, scheduling, quality checks: models built for your exact decision.

    Built around one decision you make repeatedly, tested against how your best people make it.

  • Internal knowledge systems

    What your veterans know, captured and searchable for everyone.

    Grows from the documents and conversations you already have; nobody writes a wiki.

What improvement looks like

The shape of results from implementations like these, not a promise about yours.

Insurance services

Claim document review

Review time collapses because extraction and first-pass checks run before a person ever opens the file.

導入前

40 minutes

導入後

3 minutes

Construction

Quote preparation

Quotes go out in hours because the pricing logic your veterans carry is now applied automatically to every request.

導入前

3 days

導入後

4 hours

Legal services

Contract first-pass review

First-pass review shrinks because the system flags the clauses worth a lawyer's attention.

導入前

2 hours

導入後

15 minutes

Manufacturing

Defect triage time

Triage is minutes because defect patterns are matched against every case the company has ever seen.

導入前

2 hours

導入後

9 minutes

How the first 90 days run

Every engagement is shaped in the analysis, but this is the usual rhythm for this area.

  1. Weeks 1–2

    Baseline the process

    We sit with the people who do the work and measure how the process actually runs, exceptions included.

  2. Weeks 3–6

    First working version

    A working system handles real cases side by side with your team, and its output is scored against theirs.

  3. Weeks 7–10

    Tuned on your edge cases

    The gap between the system and your best person closes case by case, on your data, until the numbers hold.

  4. Weeks 11–13

    Running in the flow

    The system takes the volume, your experts take the exceptions, and the baseline from week one measures the difference.

Signs it's time for next-level efficiency

  • Build a resilient, scalable operation that keeps running without depending on any single person

  • Turn your software research into real ROI with a solution built for your process

  • Handle your most complex, specialized document workflows with ease

Recognize these challenges? Let's map out how much speed, efficiency, and margin you can gain.

無料分析を受ける

FAQs

The questions buyers actually ask before an engagement starts.

Find out what this is worth in your business.

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