Home / Cases

Proof, measured in
production

Selected engagements across energy, retail, banking and more: AI agents, ML, search and data platforms that moved a real metric. Numbers from production, not slideshow demos

0
cases in production
0
peak audited ROI
0
stores personalized
0
5-yr data-platform ROI
Industry
Capability
Flagship case · Energy · AI Agents

Procurement intelligence platform

Patented procurement platform for a Fortune 500 industrial group. Recovers overbilling and accelerates supplier onboarding 2–5×. Audited at 200% ROI.

200%audited ROI · patented
Azure OpenAILangGraphPostgreSQL
Cumulative recovered value→ $2.24M
Q1’24Q2’24Q3’24Q4’24Q1’25Q2’25

AI Agents & Automation4 cases

EnergyAI Agents
200+
active trader users

Trading incident assistant

GenAI assistant over trading incidents and near-miss corpora. Approved by enterprise AI governance.

In productionNDA
BankingAI Agents
−1/3
cost per ticket

Support GenAI

Knowledge-grounded ticket triage. Resolved without escalation for nearly half of requests.

In productionNDA
Customer ServiceAI Agents
−60%
operator workload · 5 channels

Omnichannel AI chat operator (Swaze.ai)

One AI operator across Telegram, WhatsApp, Instagram, Messenger and web chat, with seamless human handoff.

In production
Online GamingAI Agents
36.5%
tickets closed by AI copilot

Support analytics for online gaming

Chats auto-classified and enriched with player context; an AI copilot closes tickets and surfaces anomalies early.

In production

ML, Forecasting & Personalization12 cases

RetailML
+3%
revenue lift on all users

Retail recommendation systems (A/B all users)

Personalization across 1 500+ stores. +3% revenue uplift on all users in a 6-week A/B test.

In production
RetailML
15–20%
MAPE on date-shop-SKU

Demand forecast (fresh & FROF)

Demand forecasting for fresh and rapidly-outgoing food categories on a 45-day horizon.

In production
RetailML
CTR ×1.8
lift on triggered campaigns

Smart-push triggers

Trigger-based push with ML segmentation; CTR up nearly 2× on trigger campaigns.

In production
RetailML
−18%
OOS · revenue recovery

Out-of-Stock reduction

OOS detection and replenishment ML with multi-year ROI on the supplier-product axis.

Pilot delivered
RetailML
+8–11%
additional revenue per year

Customer journey personalization

12+ visit types, 80+ micro-segments and cross-channel marketing in one journey model.

In production
RetailML
up to 30%
online-sales uplift

Omnichannel personalization platform

Unified customer profile across all channels with contextual recommendations and Next Best Action.

In production
RetailML
ROAS +25%
cross-channel uplift

Marketing AI · media-mix optimization

Marketing budget optimization with attribution modeling; additional traffic +5–10%.

In production
RetailML
+3–4%
margin uplift

Intelligent pricing & promo

Dynamic price segments and promo budget optimization; payback in 4–6 months.

In production
RetailML
+3–5%
sales · 6–9 mo payback

Assortment optimization ML

Store clustering, category-specific matrices and an assortment simulator.

In production
RetailML
−2–3%
write-offs of turnover

Inventory optimization platform

Multi-factor demand forecasting (120+ factors) with auto-replenishment; payback 9–12 months.

In production
EdTechML
90%+
speech-issue detection

AI speech screening for children

An ML classifier flags children speech clips needing a therapist. Deployed for 12 000+ students.

In production
Real EstateML
85+
facilities under data-driven pricing

Dynamic pricing for self-storage

ML revenue management with competitor monitoring and optimal $/ft² rates at unit-type level.

In production

Search, RAG & Documents4 cases

EnergyAI Search & RAG
×5
speedup on evaluation pipeline

LNG contract Q&A

A Q&A bot over LNG contracts inside MS Teams, used by traders during live deals.

In productionNDA
RetailAI Search & RAG
1 query
cross-category retrieval from natural language

Situational LLM search for e-commerce

Search that understands situational queries and pulls products across categories into one result set.

In production
RetailAI Search & RAG
12M+
reviews processed annually

NPS analyzer on reviews

NPS and CSI signal from review corpora at scale; analyst time cut, accuracy improved versus a CSI baseline.

In production
BankingDocument AI
90%
automation on doc class

AiDoc in a bank back-office

AiDoc turns unstructured PDFs into structured, queryable data. On-premise deployment.

Pilot deliveredNDA

Data Platforms & Strategy4 cases

EnergyMLOps
Cloud
cost programme · 8-week sprint

Cloud cost optimization programme

AI-driven audit of cloud workloads with right-sizing and re-engineering across the organization.

In productionNDA
RetailStrategy
+20–30%
revenue of reformatted stores

Underperforming store transformation

Diagnostic and reformatting AI for underperforming stores; UK benchmark +1.7% chain profitability.

In production
RetailStrategy
9
modules in a closed loop

Integrated retail analytics ecosystem

Nine analytics modules in a closed feedback loop: each module feeds the others.

In production
RetailData Platforms
112%
5-year ROI (IDC benchmark)

DWH Lakehouse migration

Medallion lakehouse (Bronze → Silver → Gold): Greenplum, Iceberg, Trino, OpenMetadata, Grafana.

In production
Cases marked NDA are shown without the client name. Ask us for detailed references in your industry.
Let's talk

Let's build your next AI breakthrough

Tell us the metric you want to move. We'll propose the right mix of AI agents, ML and data platforms, and a realistic delivery plan