Selected work

Portfolio and Case Studies

Anonymised summaries of selected work across enterprise software, AI, cloud, healthcare, education, manufacturing, retail and financial services.

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Our approach to publishing work

Why this page is deliberately sparse

Many technology websites carry case studies with impressive percentages and no way to verify them. We have chosen not to do that. A client's name, project detail and outcome figures appear here only when the client has approved the wording in writing and the figures can be substantiated from evidence we hold.

That makes this page shorter than it might otherwise be. It also means that anything you do read here is accurate, which we think is the more useful trade.

In the meantime, we are happy to discuss comparable work privately, and where a client has agreed to act as a reference we will arrange a direct conversation with them.

Ask about comparable work

Can Acmez provide client references?

Yes. Where a client has agreed to act as a reference, Acmez arranges a direct conversation between that client and a prospective client. Written case studies are published on this website only with the client's written consent and only with figures that can be substantiated.

Case studies

Selected case studies

Anonymised case studies across data science, agentic AI, enterprise software, cloud transformation, and critical industry sectors, each written without client names or invented figures.

Enterprise Software

Consolidating operations onto a single enterprise platform

Challenge Multiple departments were working from disconnected spreadsheets and legacy tools, which made approvals, inventory visibility and management reporting slower than the business needed.

Solution Acmez designed a phased enterprise platform with finance, inventory, workflow and integration foundations, then migrated the most critical processes first so teams could adopt the system without a single disruptive cutover.

Outcome The organisation moved core operational records into one governed system with clearer ownership, cleaner reporting paths and a maintainable base for future modules.

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AI and Automation

Automating document-heavy back-office processing

Challenge A back-office team was manually classifying incoming documents, extracting fields, checking them against master data and routing exceptions through email.

Solution Acmez built an intake, extraction, validation and human-review workflow that kept low-confidence items visible to staff while automating repetitive document handling.

Outcome Routine document processing became more consistent, exceptions were easier to review, and the team gained a clearer audit trail across intake, validation and approval.

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Data Science & Analytics

Predictive maintenance and equipment telemetry forecasting

Challenge High unplanned downtime and reactive maintenance on critical manufacturing assembly lines caused production bottlenecks and costly emergency repairs.

Solution Acmez engineered an end-to-end data pipeline streaming sensor vibration, thermal, and acoustic metrics into time-series anomaly detection and remaining useful life (RUL) predictive models with automated maintenance alerting.

Outcome Plant engineering transitioned from reactive repairs to condition-based servicing, extending machinery lifespan and providing leadership with live visibility into asset health.

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Customer & Marketing Data Science

Multi-channel customer churn modelling and lifetime value forecasting

Challenge A high-volume digital subscription business struggled to detect early customer disengagement signals across fragmented web, mobile, and customer support touchpoints.

Solution Acmez built feature store pipelines and gradient-boosted survival analysis models scoring churn probability and projected LTV, triggering personalized retention workflows across CRM channels.

Outcome Retention teams received actionable risk tiers 45 days prior to contract renewal, improving intervention timing and customer cohort retention rates.

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Supply Chain Analytics

Multi-echelon demand forecasting and safety stock optimization

Challenge Supply chain planners relied on static historical moving averages, causing regional stockouts during seasonal demand surges and high holding costs during lulls.

Solution Acmez developed hierarchical time-series forecasting models incorporating promotional calendars, supplier lead times, weather data, and macroeconomic trends into automated reorder point calculators.

Outcome Regional distribution hubs aligned stock levels with dynamic demand patterns, lowering safety stock variance and reducing emergency replenishment freight costs.

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Healthcare Data Science

Clinical trial patient stratification and biomarker outcome analytics

Challenge Medical research teams faced delays in identifying suitable patient cohorts and isolating therapeutic response signals from high-dimensional observational healthcare datasets.

Solution Acmez built a secure, HIPAA/GDPR-compliant data science workbench applying unsupervised clustering, propensity score matching, and longitudinal survival models across EHR and genomic biomarkers.

Outcome Research investigators accelerated cohort eligibility screening and isolated statistically significant patient sub-populations with audit-ready statistical validation.

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Agentic AI & Developer Platforms

Autonomous multi-agent system for legacy codebase migration and unit test synthesis

Challenge Migrating large monolithic legacy applications to modern cloud-native frameworks was stalled by complex manual dependency analysis, syntax translation, and missing test suites.

Solution Acmez designed a multi-agent orchestration framework featuring specialized agents for AST analysis, semantic transpilation, static security validation, and automated regression test generation with human review checkpoints.

Outcome Engineering teams accelerated modernization cycles with verified code transformations, automated test coverage for legacy execution paths, and clear audit traces for every agent action.

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Autonomous Finance & Compliance

Agentic multi-hop ledger auditing and cross-border regulatory compliance verification

Challenge Compliance and finance teams spent weeks verifying complex multi-currency transactions across enterprise ERPs, SWIFT confirmations, contracts, and tax filings.

Solution Acmez deployed an autonomous auditing agent equipped with tool-calling capabilities to query databases, parse multilingual trade contracts, cross-check anti-money laundering watchlists, and construct deterministic audit trails.

Outcome Audit turnaround dropped from weeks to hours for standard filings while high-risk edge cases were automatically compiled into structured escalation dossiers for human investigators.

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What we have built

Capability demonstrated across engagements

Described generically because the specifics belong to our clients.

Multi-module enterprise platforms

ERP, CRM and HRMS systems consolidating operations that previously ran across disconnected tools and spreadsheets.

Production AI systems

Retrieval-based assistants, document extraction pipelines and agentic workflows deployed with evaluation and human oversight.

Cloud migrations

Wave-based migration of business-critical estates to AWS and Azure with cost governance and tested recovery.

Integration platforms

API layers replacing accumulated point-to-point connections, with monitoring and versioned contracts.

Security assessments

Application, cloud and AI security assessments with prioritised remediation and verification retesting.

Field and mobile systems

Offline-first applications for drivers, technicians and collection centres in areas with unreliable connectivity.

Next step

Ask us about work comparable to yours

We can describe relevant engagements in detail privately, and arrange a reference conversation where a client has agreed to one.

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Site navigation

Portfolio and Case Studies

Why this page is deliberately sparse

Can Acmez provide client references?

Selected case studies

Consolidating operations onto a single enterprise platform

Automating document-heavy back-office processing

Predictive maintenance and equipment telemetry forecasting

Multi-channel customer churn modelling and lifetime value forecasting

Multi-echelon demand forecasting and safety stock optimization

Clinical trial patient stratification and biomarker outcome analytics

Autonomous multi-agent system for legacy codebase migration and unit test synthesis

Agentic multi-hop ledger auditing and cross-border regulatory compliance verification

Capability demonstrated across engagements

Multi-module enterprise platforms

Production AI systems

Cloud migrations

Integration platforms

Security assessments

Field and mobile systems

Ask us about work comparable to yours