Product Development

Intelligence, Engineered

SwiftAI builds AI-powered software products that solve real enterprise challenges — from proactive monitoring to intelligent knowledge management. We also partner with forward-thinking organisations to bring ambitious product ideas to life.

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PRISM

Proactive Resilience through Intelligence, Signals, and Monitoring

AI · SAP Monitoring · AIOpsReady for Deployment

PRISM is an enterprise-grade SAP health monitoring platform that continuously extracts KPI metrics from SAP systems, evaluates them against learned statistical baselines, and automatically correlates related signals into structured incidents. AI-powered root-cause analysis and remediation guidance are delivered to on-call operators before issues escalate.

KEY CAPABILITIES

  • AI-driven KPI anomaly detection across SAP system metrics (CPU, memory, disk, jobs, IDocs, RFC errors)
  • Automated KPI correlation — groups related alert breaches into structured incidents using a pre-built signal relationship graph
  • LLM-powered root-cause analysis and step-by-step remediation guidance generated for every incident
  • Real-time KPI evaluation against learned statistical baselines — classifying each metric as normal, candidate, or breach
  • Probabilistic health risk scoring per SAP system, aggregated across all active KPI groups
  • Real User Monitoring (RUM) for SAP Fiori applications — tracks end-user experience metrics
  • ML-based predictive anomaly detection using XGBoost and time-series models
  • Configuration security policy engine — automated governance and compliance checks for SAP system configurations

Why PRISM?

Incidents, not just alerts

Related KPI breaches are automatically grouped into a single incident, giving operators a unified view instead of a flood of individual alerts.

Prevent outages, not just detect them

Statistical baseline tracking flags degrading KPI signals early, before they breach thresholds and impact end users.

AI explains the why

Every incident is analysed by an LLM that reads all correlated signals and produces a structured root-cause hypothesis and remediation plan for the on-call operator.

Tech Stack

Python / DjangoCeleryOpenSearchPostgreSQLRedisGemma LLMXGBoost / scikit-learnDocker

ATLAS

AI-powered Transfer, Lookup, Archival & Search

AI · Knowledge Management · Enterprise SearchWork In Progress

ATLAS is an intelligent enterprise knowledge management platform that makes organisational information discoverable, actionable, and compliant. By combining semantic AI search with automated archival pipelines and multi-system data transfer, ATLAS becomes the single source of truth for your enterprise knowledge.

KEY CAPABILITIES

  • Semantic AI search across documents, records, emails, and SAP data — ask in plain English
  • Automated document classification using NLP-powered taxonomy engines
  • Intelligent archival with configurable retention policies and legal-hold support
  • Seamless data transfer pipelines between ERP, CRM, DMS, and cloud storage
  • Cross-system lookup and reconciliation for master data governance
  • Multi-format ingestion: PDF, Word, Excel, SAP IDocs, emails, and structured data
  • Audit trails, access controls, and GDPR / data-sovereignty compliance built-in
  • Low-code connectors for SAP S/4HANA, SharePoint, Salesforce, and AWS S3
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Why ATLAS?

Find anything in seconds

Semantic search understands intent, not just keywords — returning precise, contextual results across all repositories.

Zero-touch archival

AI-driven archival workflows eliminate manual filing, reduce storage costs, and enforce compliance automatically.

Break data silos

ATLAS connects fragmented systems, giving employees one interface to find any piece of enterprise knowledge.

Tech Stack

Python / LangChainElasticsearchPostgreSQLApache NiFiOpenAI EmbeddingsReactDocker / K8sSAP BTP

Partner for Building New Products

Have a bold product idea? We bring the engineering firepower, design thinking, and AI expertise to take it from concept to market-ready — fast.

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Discovery & Strategy

We start with your business goals, not a spec document. Our product strategists run lean discovery workshops to validate ideas, define scope, and map a winning roadmap.

UX Design & Prototyping

User-centred design drives every pixel. We prototype early, test with real users, and iterate quickly so you know your product works before a line of code is written.

Full-Stack Engineering

From backend APIs to frontend interfaces, mobile apps, and AI/ML pipelines — our cross-functional squads deliver production-grade software at startup speed.

AI & ML Integration

We embed intelligence where it creates value — NLP, computer vision, predictive analytics, recommendation engines, and generative AI capabilities.

Cloud & DevOps

Cloud-native architecture, CI/CD pipelines, infrastructure as code, and ongoing SRE support ensure your product is always fast, reliable, and scalable.

Launch & Scale

We don't disappear after go-live. Our teams provide post-launch support, performance monitoring, and continuous feature development as your user base grows.

Let's Build Something Remarkable

Tell us about your product idea and our team will be in touch to explore how we can help.

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