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Enterprise AI · Product engineering · Process automation

From document-heavy workflows to enterprise platforms, we turn operational complexity into accountable, usable software — designed, engineered and supported by one senior team.

RaaGaa AI Engineextract · validate · reasonHumancheckpointQuotationPriced & issuedERP recordStructured dataAutomated actionExecuted & auditedEmailPDF / ScanExcelAPI / EDIPortalAudit trail · every source, extraction, rule, approval and change recorded

What We Build

Capability command centre

Select a practice to explore its operating system

Active practice · 0101 / 05

Applied AI

Grounded, auditable AI that works inside your workflows — retrieval with citations, extraction with confidence scores and humans in the loop where it matters.

Capability scope

  • RAG & knowledge assistants
  • Document intelligence
  • Email intelligence
  • Agentic workflows
  • Model evaluation & guardrails
  • AI observability

Live capability map

Grounded intelligence

Active
KnowledgeDocumentsPolicyRaaGaa AIgovern · executemeasure · improveTrustedactionCitations · confidence · human control

Flagship Automation · Manufacturing

From customer RFQ to accurate quotation.

An automated workflow that reads the RFQ the way your estimating team does — extracting part and volume details, applying contracted material, process and tooling rates and business rules, escalating exceptions to people, and keeping a complete audit trail.

Quotation intelligence
Governed workflow
Customer RFQ
Inbox

RE: RFQ — brake bracket assemblies

Hi team, please quote the attached specification and annual volume schedule.

rfq_part_spec_BK-12.pdfPDF
volume_schedule.xlsxXLSX
14 fields extracted · confidence 98.4%

Raagaa decision layer

Inquiry arrives

Email, PDF, Excel, API or customer portal.

14

Fields

06

Rules

01

Review

Quotation

Q-2047

Forming
Part
Brake bracket assembly BK-12
Annual volume
25,000 units
Material & process
Contract rates MTL-114
Adders
Heat treatment · plating · packaging
Margin
Customer tier C2
Validity
30 days

Unit price

$18.42 / unit

One-time tooling

$12,500

Total quoted value · USD

$473,000.00

$460,500 production + $12,500 tooling

Sources, calculations, changes and approvals recorded

Illustrative capability shown with synthetic sample data — not a live customer deployment.

Enterprise AI · Reference Architecture

Inside a RAG system built to be trusted.

Most demos stop at 'connect your documents'. This is the architecture we actually engineer — governed ingestion, structure-aware processing, authorised hybrid retrieval and verified answers, protected and evaluated end to end. Select a stage to walk the pipeline.

SECURITY & GOVERNANCE · TENANT ISOLATION · ACL · PII · INJECTION DEFENCE · AUDITauthorised questionIngestgoverned sourcesParsestructure + chunksIndexdense + BM25RetrieveACL + rerankVerifyground + guardAnswercite or abstain[1][2][3]cited · evidence checkedlayout · OCR · source spansdenseBM25semantic + exact retrievalgroundedcitedpolicygenerate · validate · releaseEVALUATION & OBSERVABILITY · GOLDEN SET · RETRIEVAL QUALITY · GROUNDEDNESS · CITATIONS · LATENCY · COST

Stage 01

Governed ingestion

Retrieval is only as trustworthy as what feeds it. Every source enters through a governed, tenant-isolated ingestion path before it becomes searchable.

  • Enterprise and allowlisted sources
  • Tenant-isolated connectors
  • Integrity, malware & source approval checks
  • Freshness, retention & deletion policies
  • ACL metadata captured at ingest time

This is our reference architecture for retrieval-augmented generation. Full capability detail in AI Solutions — delivered work in Our Work.

Business Process Automation

Make the process work as one.

We connect documents, decisions, approvals, people and systems into accountable workflows that are easier to run, measure and improve.

  • IntakeDocuments · email · portals
  • DecisionsValidation · rules · confidence
  • ControlApprovals · escalations · exceptions
  • WorkCases · tasks · SLAs
  • ConnectERP · CRM · third-party systems
Explore Business Process Automation
Process orchestration
Operational

Current event

Completed

Customer request and two attachments captured

Owner · Intake automation

SLA
96%
Automated
14
Reviews
03

Illustrative process view using synthetic data.

Enterprise Platforms

Modular products built for how enterprises actually work.

We build new platforms, modernise legacy systems or extend an existing product — always configurable, multi-org ready and engineered for years of change.

Platform blueprint

One configurable enterprise core

Multi-org ready

Structure

  • Companies, branches & units
  • Roles & permissions
  • Master data

Flexibility

  • Custom fields & workflows
  • Rules engines
  • Templates & reporting
Configurable core

Enterprise platform

A shared foundation for data, workflows, rules, identity and operational control.

WorkflowRulesIdentityData
Documents · APIsStructured operations

Connectivity

  • APIs & third-party systems
  • Event-driven synchronisation
  • Audit histories

Scale

  • Multi-tenant architecture
  • Subscriptions & billing
  • Localisation & currencies

Process Control

Every stage visible. Every exception owned.

A shared process layer gives teams the current state, next action, owner, SLA and evidence behind every decision.

Process control

Live operational state

Synthetic enterprise view
Items processed
1,284
Within SLA
96.4%
Needs review
42
Avg. cycle time
8.2h
  1. 01Capture
  2. 02Classify
  3. 03Validate
  4. 04Decide
  5. 05Approve
  6. 06Execute
  7. 07Notify
  8. 08Monitor
  9. 09Improve

Exception owned

SLA 00:42:18

Price variance exceeds approval rule

PO-4821 · Owner: Commercial review queue

Control capabilities

  • Visual workflow configuration
  • Dynamic rules and routing
  • Role-based work queues
  • Human-in-the-loop checkpoints
  • SLA timers and escalations
  • Operational alerts
  • End-to-end audit trails
  • Outcome and performance dashboards

Engagement Models

Work with us the way that fits your organisation.

Five proven ways to engage — select one to see when it fits and what it involves.

Option 01 · 05

Time & Material — Dedicated Team

You need a long-term team that owns a product roadmap and ships continuously.

Staff augmentation with flexible rate cards, onsite or onsite-offshore, across time zones. Roles scale to your skills and location needs.

One accountable team

Have a complex product or workflow? Let’s make it intelligent.

Bring us your operational challenge, product vision or legacy platform. We’ll help you define the right architecture and build a solution designed for real-world use.

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