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AI agents & automation

AI that completes real work like lead triage, invoice capture and ticket deflection, measured against an eval set.

The short answer

webbox builds AI agents and automations that complete one job end to end on top of your existing ERP, CRM and tools: lead triage, invoice extraction, ticket deflection, document review. Each one is scoped to a single workflow, governed with tool permissions and human review at the expensive steps, measured against an eval set built from your real cases, and priced on the outcome rather than by the hour.

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One workflow fully automated and measuredGuardrails, audit trail and human review where it mattersAccuracy you can see, not accuracy you are promised

AI Agents services

AI agents & single-task automation

One job, done end to end.

Scoped, governed agents that complete a single real task such as lead triage, invoice capture or ticket deflection, wired to your systems and priced on the outcome.

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AI document processing

Invoices, POs and KYC, extracted.

Turn invoices, purchase orders, KYC documents and contracts into structured data in your ERP, with measured accuracy and human review on low-confidence items.

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AI assistants & retrieval chatbots

Answers grounded in your data.

Support and internal assistants that answer from your own documents with citations, and hand off to a person at exactly the right moment.

AI business process automation

Remove the work between systems.

Low-code orchestration that automates repetitive, multi-system workflows end to end, with AI in the loop only where judgment is needed.

Generative AI feature development

AI features that ship.

Drafting, summarization, classification and generation built into your product, with evaluation attached so quality is measured rather than hoped for.

What the work involves

AI agents

Agents that call your tools and APIs to complete multi-step tasks, with permission scoping and dry-run modes keeping them inside the lines.

Document processing

Structured data extracted from invoices, purchase orders, KYC packs and contracts, with measured accuracy and low-confidence items routed to a person.

Assistants & retrieval

Support and internal assistants grounded in your own documents, answering with citations and handing off to a human at the right moment.

Process automation

Low-code orchestration that removes the repetitive copying between systems, with AI in the loop only where judgment is genuinely required.

Evaluation

An eval set built from real cases before launch and re-run after every change, so a quality regression shows up as a number rather than a complaint.

Model and cost strategy

Model choice, prompt and retrieval design, and a cost-per-workflow figure you can put in a business case, including running smaller models where they suffice.

Tech we use

PythonTypeScriptVector databasesMCPn8nPostgreSQLAWSDocker

Best-fit industries

AI Agents: good to know

Where should we start with AI?
With one painful, measurable workflow, and with a number attached to it before you build. We prove value there before expanding. Broad AI transformation programmes are how budget disappears without a single workflow getting faster.
Can our data stay private?
Yes. We design for data residency and access control from the start, keep customer data out of training by contract and configuration, and can run models inside your own cloud where that is a requirement.
How do you keep AI accurate over time?
We build an eval set from real cases before launch and keep running it afterwards, so a regression surfaces as a failing number rather than as a customer complaint. That eval set is yours and it outlives the engagement.

Ready to talk AI Agents?

Tell us the problem. We'll come back with a plan, a price, and who'd actually build it.

  • Free scoping call
  • Reply within 1 business day
  • No lock-in