Why Most AI Projects Fail

Models that never reach production

Dashboards without predictive intelligence

Lack of governance and audit readiness

Siloed data that never reaches decision-makers

Most projects stall at proof of concept because consulting and systems engineering rarely integrate. Katonometrica bridges that gap — we ship production AI with audit trails, not slide decks.

We integrate AI and advanced analytics directly into governed production systems.

Real impact, measured

75% Reporting Time Reduction (Financial Services, 2024) Major Spanish Financial Institution

Baseline: manual multi-source reconciliation taking 8+ hours per cycle. Constraint: live regulatory submission deadlines. Scope: end-to-end pipeline industrialization across EU compliance workflows — Asset Management, Europe.

€1M+ ARR Enabled (SaaS Platform, Financial Services) European Financial Services SaaS Platform

Baseline: internal tooling rebuilt per engagement, no reuse. Constraint: multi-tenant isolation, regulated data residency. Scope: platformized infrastructure converted to recurring revenue product — SaaS, Financial Services.

500+ Daily Active Users (European Regulatory Agency) EU Continental Regulatory Agency

Baseline: fragmented national-level reporting, no unified view. Constraint: 30+ EU member-state data formats, audit traceability requirements. Scope: production reporting infrastructure under institutional governance — EU Regulatory Agency.

90% Error Reduction (Insurance, Regulated Operations) Spanish Insurance Carrier

Baseline: recurring data-quality failures causing resubmissions. Constraint: no tolerance for downstream regulatory errors. Scope: compliance pipeline redesign with validation gates and observability — Insurance, regulated operations.

Primary Industries

Financial Services

Regulatory reporting, risk dashboards, compliance pipeline infrastructure

75% reduction in regulatory reporting time.

Healthcare & Life Sciences

Clinical analytics, multi-system integration, operational visibility

500+ active users on institutional production infrastructure.

Insurance

Claims processing infrastructure, underwriting analytics, compliance systems

90% fewer errors in automated compliance pipelines.

Public Sector

Compliance reporting, data transparency, continental-scale health infrastructure

Continental-scale reporting infrastructure, 30+ countries.

Selected additional deployments include logistics and agriculture forecasting systems.

(Active clients in Spain and the EU)

Built to pass procurement, audit, and legal review

  • EU-based entity (registered Spanish S.L.U., CIF B21631403)
  • GDPR-compliant by design — data processing agreements available on request
  • All deliverables in writing with version control and signed acceptance
  • Audit trail for every pipeline run — input, transformation, and output provenance
  • Infrastructure code owned by the client upon project completion
  • SLA response commitments documented in engagement contracts
  • No offshore sub-processing of client data without explicit written consent
  • Engagement contracts available in English, Spanish, and other EU languages upon request

Predictive systems that drive margin, reduce cost, and govern risk

Business Impact

Forecast Accuracy Improvement — Reduced working capital and planning error through AI-powered predictive modeling.

AI Optimization Engines — Lower operational cost structure via model-driven process and resource optimization.

Pricing Intelligence — Margin expansion through elasticity modeling and dynamic pricing systems.

Compliance Automation — Reduced regulatory exposure with governed, audit-ready AI pipelines.

What we build for you

AI-Powered Forecasting & Predictive Systems

Time-series forecasting, multivariate models, and causal inference deployed into production. Reduce planning error, compress cycle time, and quantify risk with governed, reproducible AI pipelines.

Optimization & Decision Intelligence Engines

Constraint optimization, resource allocation, and scenario simulation engineered for operational environments. Lower cost structures and accelerate decisions under regulatory constraints.

Pricing & Revenue Intelligence Platforms

Elasticity modeling, dynamic pricing systems, and revenue optimization deployed as production services. Drive margin expansion with model-backed pricing decisions.

Governed AI Infrastructure & MLOps

Model versioning, experiment tracking, pipeline orchestration, and audit-ready governance. We productionize AI with the compliance controls regulated enterprises require.

AI Deployment Framework

1

Diagnostic Assessment (2–4 weeks)

Data readiness evaluation, model feasibility analysis, and prioritized use case roadmap.

2

Proof-of-Value System

Working prototype deployed in your environment with validated metrics.

3

Full AI Deployment

Production-grade system with governance, monitoring, and documentation.

4

Managed AI Infrastructure (SLA-backed)

Ongoing operation, retraining, drift monitoring, and performance guarantees.

Typical timeline: 4–24 weeks

Custom budget after initial diagnostic assessment. No lock-in contracts.

Why It Works

01

Direct accountability, deep expertise

Every project is led by specialists with direct experience in quantitative systems for regulated industries. No intermediaries, no hand-offs — accountability without layers.

02

AI that runs in production, not in slides

Systems combine machine learning, time-series forecasting, simulation, and optimization — engineered for secure, governed deployment. If the model doesn't run in production with audit trails, we haven't done our job.

03

Verify first, then scale

Every engagement begins with a Diagnostic Assessment (2–4 weeks) to evaluate fit and produce a concrete Proof-of-Value system before larger commitments. You receive scoped findings, model validation, and a working prototype — regardless of what follows. No lock-in.

We work with regulated enterprises that need AI in production — not prototypes. Direct access to quantitative systems architects on every engagement.

Based in Alicante, Spain. Founded in 2025 by professionals with extensive experience in quantitative systems and production AI for regulated industries.

Concrete deliverables on every engagement

AI Diagnostic & Opportunity Report

Data readiness assessment, model feasibility analysis, and prioritized AI use cases — delivered as a structured document you keep.

Production AI Pipeline

Versioned, tested, and documented ML pipeline deployed to your environment with validation gates, model monitoring, and observability hooks.

Model Governance & Audit Log

Full lineage for every model run — training data, feature versions, hyperparameters, prediction outputs, and drift metrics. Exportable on demand.

Operational Intelligence Dashboard

Live model performance visibility: prediction accuracy, data quality metrics, drift detection, and SLA breach alerting — deployed alongside production AI.

Runbook & Handover Pack

Operational documentation covering model retraining procedures, failure modes, recovery protocols, and maintenance runbooks.

Compliance Evidence Package

Structured output for regulatory review: model cards, data flow diagrams, processing records, validation evidence, and AI governance documentation.

We are not experimental AI prototypes. Not generic dashboards. Not theoretical research. Not offshore development teams. We integrate AI and advanced analytics directly into governed production systems.

≤1-hour SLA response

Documented in every managed infrastructure contract.

Deliverables in writing

Scope, outputs, and acceptance criteria agreed before work begins.

Observability dashboards live from day one

Pipeline health and data quality visible before go-live.

Audit artifacts in every engagement

Run logs, lineage records, and compliance evidence — standard, not optional.

Let's discuss your project

Book a Discovery Call

Talk through your infrastructure constraints and regulatory context directly with a senior practitioner.

Book a 30-minute call
AI & Operational Intelligence Assessment

Diagnostic Assessment · 2–4 weeks · No lock-in

Location
Pilar de la Horadada, Alicante, Spain

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Response within 24 hours. No commitment.