05 / AI Development

AI development.
Built for your business.

From a business requirement to working software. Process Labs develops AI agents, custom applications, automations and integrations for the way your team works.

Process Labs

A development partner.
From idea to integration.

Bring an application idea, a recurring process or a gap in your existing systems. We shape the scope, develop the software and connect it to the way your business operates.

Visit Process Labs
Business requirementSoftware developmentIntegration & handoverProposed action

Process Labs / AI development services

Build what
your business needs.

Start with a business problem, an application idea or a recurring process. Shape the software around the people who will use it.

Custom AI agents

Give a defined task the context it needs. Build agents that work with business information, apply agreed rules and bring exceptions to the right person.

Document processing, knowledge assistants and task-specific agents.

AI-powered business software

Develop applications and internal tools around the way your team works, with AI where it improves a real task.

Internal portals, operational tools and custom business applications.

Process automation

Connect repetitive steps, reduce manual handoffs and keep the process visible to the people responsible for it.

Document workflows, back-office processes and approval preparation.

Systems & API integration

Connect new tools with the software and data your business already uses, through the available interfaces and permissions.

Business software, APIs, information sources and existing workflows.

Process Labs / Explore the possibilities

Put intelligence
where the work is.

Explore examples of workflows that can be scoped with Process Labs. Each begins with information, a defined task and clear decision boundaries.

Illustrative use case

Invoice review

Read document fields, compare them with the relevant order or record, and surface differences for the accounts team.

Information inInvoice + purchase order
Prepared outputStructured record + exception summary
Human review

Invoice mismatch, missing reference or approval requirement

Illustrative use case

Turn requests into a review queue.

Bring purchase requests, stock information and supplier details into a consistent working view for the buyer.

Information inRequests + stock records
Prepared outputPrioritised review list
Human review

Quantity changes, unavailable items or supplier exceptions

Illustrative use case

Keep the next action visible.

Organise incoming enquiries, prepare a useful summary and identify the follow-up needed from the sales team.

Information inEnquiries + CRM context
Prepared outputPrepared follow-up and task queue
Human review

Pricing, commercial commitments and customer-specific decisions

Illustrative use case

Bring production information together.

Collect planning inputs, production updates and exception notes so the team can review the status of work.

Information inPlans + updates + quality notes
Prepared outputProduction review summary
Human review

Rescheduling, quality release and operational decisions

Illustrative use case

Make working information easier to use.

Help teams locate relevant procedures and prepare answers from the information approved for the workflow.

Information inApproved documents and procedures
Prepared outputAnswer draft with source references
Human review

Unclear instructions, missing sources and access restrictions

Follow the work.
Find the exception.

An invoice-review example makes the approach tangible. Select a stage to see the information, the action and the person responsible.

Invoice reviewIllustrative workflow — sample data.

Sample record / INV-1042

Invoice quantity

12 unitsReceived

Sample invoice

What enters
Invoice INV-1042 from Sample Supply Co. Purchase order PO-208.
What happens
Read a fictional invoice for 12 components at NPR 1,250 each. Invoice total: NPR 15,000. Taxes are omitted in this simplified example.
Where a person remains responsible
A process owner defines which documents may enter the workflow.
Sample record / INV-1042

Extracted total

NPR 15,000Structured

Information extraction

What enters
The sample invoice’s supplier, reference, quantities and amounts.
What happens
Place the document fields into a consistent record for review. Extracted values remain traceable to the source document.
Where a person remains responsible
A reviewer checks unclear or incomplete fields before they are used.
Sample record / INV-1042

Purchase order quantity

10 unitsCompared

Validation

What enters
Invoice: 12 units. Sample purchase order: 10 units, at the same unit price.
What happens
Compare the reference, quantity and arithmetic against the sample purchase order. The invoice arithmetic is correct; the quantity does not match.
Where a person remains responsible
The business defines the comparison rules and approval limits.
Sample record / INV-1042

Quantity difference

+2 unitsReview required

Exception identified

What enters
Two additional units appear on the invoice.
What happens
Flag the NPR 2,500 difference and pause the proposed handoff. The discrepancy remains visible with its supporting fields.
Where a person remains responsible
The exception must be resolved by a person with the appropriate responsibility.
Sample record / INV-1042

Reviewer’s decision

Request correctionCorrection requested

Human review

What enters
The invoice, purchase order and highlighted difference.
What happens
In this sample, the reviewer requests a corrected invoice from the supplier. No payment or approval is performed.
Where a person remains responsible
The reviewer decides what evidence is needed and whether the revised record is acceptable.
Sample record / INV-1042

Handoff status

Awaiting correctionOn hold

Proposed handoff

What enters
A proposed summary for the accounts team, with the exception attached.
What happens
Prepare the next step, but keep it on hold until a corrected invoice is checked. This demonstration sends nothing to another system.
Where a person remains responsible
An authorised person remains responsible for approval and any subsequent financial action.
Designed to show the exception, and the person who resolves it.

From a workflow
to a working system.

A practical engagement starts with understanding the process and defining what the system should do.

01

Map the workflow

Identify inputs, repeated steps, exceptions and the people responsible for decisions.

02

Design the agent or system

Define the task, required context, business rules and points for human review.

03

Connect the software

Establish the appropriate integrations with existing tools and systems.

04

Monitor and refine

Review how the workflow behaves and refine the system as requirements become clearer.

Before the first conversation

Good questions.
Useful answers.

Does this replace our ERP or CRM?

The starting point is the software already in use. The scope identifies where an agent or internal system can connect through available interfaces, and what information it needs to work with.

Which workflow should we start with?

Choose a recurring process with clear inputs, a named owner and an understandable outcome. A narrow first workflow makes it easier to define the rules, exceptions and review points.

What happens when information is incomplete?

Missing or conflicting information should be part of the workflow design. The invoice example shows one possible pattern: flag the difference and hold the next step for a person to review.

What should we bring to a first discussion?

Describe the process, the tools involved, the people responsible, the approximate volume and where manual work accumulates. An initial conversation does not require confidential records or system credentials.

What do you
want to build?

Share the problem, who will use the software and the systems it needs to work with. An initial conversation can establish the scope and the next development step.

Talk to Process Labshello@processlabs.tech

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