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Case studies from real operations

Case studies from the real operation

From focused validations to applications in production. See what changed, how the solution works, and which results became visible.

Where this tends to show up

Document flowsKnowledge workCustomer questionsWorkflows & approvals
Energy, Utilities & Telecom2026
OpenSource Energie
Lighthouse implementationMeasured
OpenSource EnergieEnergy, Utilities & Telecom

OpenSource Energie: four agent roles on one platform

OpenSource Energie is moving customer contact and follow-up onto one operational AI platform. Voice, chat, ticket, and collections agents pick up recurring work as it arrives and hand exceptions to people, so routine handling stops eating the team's week, and every next workflow starts on a foundation that already knows the operation.

Ticket workflows handled in production, from triage to grounded escalation.

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Business Services2026
60 min
Saved per dossier
Working pilotEstimated
Client kept confidentialBusiness Services

Tenant Dossier Review Workflow

AI workflow for a large rental agency in the Randstad region that reads tenant documents, validates income and identity data against acceptance criteria, and explains every flag before a human makes the final call.

Manual checking and retyping is replaced by a pre-validated dossier with clear exceptions.

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Case study2024
12min → 45s
Search Time
Live productionMeasured
Client kept confidential

SharePoint Knowledge Layer

Permission-aware semantic search across 50,000+ SharePoint documents. Search time dropped from 12 minutes to 45 seconds, with zero permission violations in production.

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Case study2025
100%
Data Residency Compliance
Live productionMeasured
Client kept confidential

Sovereign AI Infrastructure

Private AI platform for a global maritime engineering company. Open-source models running on-premise with Kubernetes - zero data leaves the building.

Zero external API calls - all inference runs on-premise

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Energy, Utilities & Telecom2025
38%
Tier-1 resolution
Validated conceptMeasured
Client kept confidentialEnergy, Utilities & Telecom

Telecom Support Triage & Tier-1 Resolution

AI support flow for a telecom operation that classifies incoming tickets, resolves repeatable Tier-1 issues, and hands complex cases to the right human queue with usable context.

Issues resolved autonomously during validation

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Retail & Consumer2025
72%
Editor approval rate
Validated conceptMeasured
Client kept confidentialRetail & Consumer

Brand Voice Product Content Pipeline

AI content pipeline that turns raw product data into on-brand, SEO-aware product descriptions at catalogue scale, with editorial review still in control.

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Financial Services2025
8
ESRS topics tested
Validated conceptObserved
Client kept confidentialFinancial Services

CSRD Narrative Drafting Assistant

AI drafting assistant for sustainability teams that turns ESG data and CSRD requirements into structured first drafts, so reporting starts from a grounded narrative instead of a blank page.

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Business Services2025
88%
Deviation detection
Validated conceptMeasured
Client kept confidentialBusiness Services

Contract Review Against Internal Playbook

AI review workflow that checks contracts against a firm's own playbook, flags deviations, and gives lawyers a usable first-pass risk summary before detailed review starts.

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Transportation & Logistics2025
84%
Answer relevance
Working pilotMeasured
Client kept confidentialTransportation & Logistics

Logistics Knowledge Retrieval Layer

Knowledge layer for logistics teams that answers operational questions from internal documentation with source-backed responses, so staff stop losing time in manuals, folders, and colleague escalations.

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Transportation & Logistics2025
91%
Extraction accuracy
Validated conceptMeasured
Client kept confidentialTransportation & Logistics

Logistics Document Intake Before ERP Entry

Document intake workflow for logistics backoffices that reads freight documents, extracts structured fields, and validates them before ERP entry, so teams stop retyping and correcting the same information by hand.

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Financial Services2025
3h → 45min
Dossier prep time
Validated conceptMeasured
Client kept confidentialFinancial Services

AI-Assisted KYC Screening

KYC screening workflow that checks clients against sanction lists and public sources, then produces structured risk profiles analysts can review instead of building every dossier from scratch.

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Construction, Manufacturing & Engineering2025
~85%
Review time reduction
Validated conceptMeasured
Client kept confidentialConstruction, Manufacturing & Engineering

Technical Spec Comparison for Procurement

AI workflow that extracts technical parameters from supplier datasheets, compares them against project requirements, and flags deviations before they turn into procurement mistakes or engineering delays.

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Business Services2025
3.8/5
Draft quality score
Validated conceptMeasured
Client kept confidentialBusiness Services

Tender Drafting from Internal Knowledge

AI tender workflow that turns an RFP into a structured first draft by matching requirements to internal case studies, CVs, and reusable proposal knowledge.

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Public & Social Sector2025
89%
PII recall
Validated conceptMeasured
Client kept confidentialPublic & Social Sector

Woo Redaction Review Assistant

Review assistant for Woo requests that pre-marks sensitive information in government documents, so civil servants start from a suggested redaction layer instead of from zero.

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Next step

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AI Case Studies | Laava