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Happen Software
Accepting New Clients for 2026

Accelerate Your AI Roadmap: Custom Intelligence, Built for Production

Happen Software bypasses the R&D bottleneck. We engineer production-grade AI endpoints tailored to your specific workflows, turning complex data challenges into robust integrations in 90 days or less.

Core Systems Engineering
  • Telco
  • Manufacturing
  • eCommerce
  • Sales
  • Logistics

Practical AI for Your Operations

We engineer custom AI endpoints for your specific operational workflows — not a generic SaaS, not a custom GPT wrapper. You get a production-grade API that automates the manual, document-heavy work your team does today, integrated into your existing systems and maintained under SLA.

What We Build

A production-grade AI endpoint, engineered for your workflow and delivered as a clean REST API your systems consume immediately.

  • Automate document and spreadsheet-based processes into reliable pipelines
  • AI systems that extract, transform, and reason over your specific data
  • Model-agnostic — we select the best engine for your performance and cost requirements
  • No platforms, no dashboards — just infrastructure that slots into your stack
  • Human-in-the-loop controls for sensitive workflows that need a human sign-off

What You Walk Away With

A concrete, documented system built to your exact requirements — fully transparent on architecture, costs, and how it behaves.

  • A live API endpoint running in your environment from day one
  • Full integration with your ERP, CRM, or existing data systems
  • SLA-backed managed service targeting 99.5–99.9% uptime
  • Versioned endpoints for safe rollbacks and zero-downtime updates
  • Security by default — SSO, RBAC, audit logs, and strict data isolation
  • Ongoing model tuning as the AI landscape evolves — you never fall behind
01  Your Path to Impact

From Idea to Impact in

Four Steps

We replace vague timelines with a structured velocity track. We take your business challenge from a whiteboard idea to a fully supported, production-ready API.

Blueprint & Strategy

We don't just "explore." We map your specific use case to a technical architecture, defining the data strategy and success metrics required for a successful build. No cost, no obligation.

Rapid Validation (No-Cost PoC)

Before you sign a contract, we prove it works. We build a functional Proof of Concept to demonstrate technical viability and value, ensuring the solution solves the problem before commercial commitment.

Sprint to Production

We execute a targeted build cycle to deliver a production-grade pilot within 90 days. You get a live, integrated API endpoint backed by clear KPIs and full transparency.

Scale & Evolve

Launch is just the beginning. We transition to a managed service model with enterprise SLAs, continuous model tuning, and hyper-care support to ensure high adoption and long-term value.

02 Your Dedicated AI Partner

An Acceleration Engine Built

on Expertise and Trust

Precision Engineering

  • Built-to-Fit, Not Off-the-Shelf:

    Stop fighting with generic tools. We build endpoints specific to your workflows, delivered with a dedicated sandbox and rigorous acceptance tests.

  • Agnostic Intelligence:

    We aren't tied to one vendor. We select the best-in-class models and data strategies that align with your specific performance, cost, and governance requirements.

  • Developer-First Delivery:

    We hand over simple, robust REST/JSON APIs that slot perfectly into your existing stack, making integration effortless for your engineering team.

Velocity with Visibility

  • The 90-Day Standard:

    We prioritize time-to-value. Our process is designed to move you from staging to a live production pilot in a single quarter, complete with change management.

  • Shared Accountability:

    We don't just deliver code; we deliver outcomes. We align on written KPIs, executive steering, and user adoption strategies to ensure the solution sticks.

  • Continuous Optimization:

    Through performance dashboards and regular check-ins, we monitor quality and costs, tweaking the models to ensure your AI gets smarter and more efficient over time.

Enterprise Assurance

  • Uptime & Reliability:

    Run your business on our rails. We provide SLA-wrapped services (targeting 99.5–99.9% uptime) with versioned endpoints to ensure stability and safe rollbacks.

  • Security by Design:

    We deploy with SSO, RBAC, audit logs, and strict data policies from day one. Your proprietary data remains yours – we just build the engine that processes it.

  • Commercial Transparency:

    Eliminate surprise costs. We offer free validation PoCs, fixed-fee pilot builds, and predictable monthly pricing for managed services.

03 The Build vs Buy Decision

Shouldn't we just build the

AI Ourselves?

Building in-house isn't just about code; it's about infrastructure, specialized talent, and the distraction of managing rapid model decay. While internal teams are still hiring and scoping, an Accelerator gets you to market. We absorb the technical complexity and maintenance burden, delivering an expert, evolving solution today—so your team can focus on your core business product, not maintaining AI plumbing.

Time-to-Value

Partnering with Happen

Production-ready API in <90 days. We skip the R&D phase and go straight to the build.

Building In-House

6–12+ months lost to hiring, scoping, infrastructure setup, and experimentation.

Engineering Talent

Partnering with Happen

Day-1 access to specialists. Instant expertise in Agents, RAG, and HITL pipelines without the ramp-up time.

Building In-House

High friction. Requires recruiting scarce, expensive AI engineers in a competitive market.

Future-Proofing

Partnering with Happen

Model-agnostic evolution. As tech improves, we update the engine behind the API. You never fall behind.

Building In-House

Technical debt. You are locked into the models you choose today, requiring constant re-platforming.

The "Last Mile"

Partnering with Happen

Solved. We deliver robust endpoints + change management to ensure the business actually uses the tool.

Building In-House

High risk of failure. Internal projects often stall at the integration phase or become "shelf-ware."

Cost Predictability

Partnering with Happen

Fixed & Transparent. Flat fees for the pilot build and a predictable monthly cost for the managed service.

Building In-House

Uncapped Liability. Hidden costs in cloud compute spikes, recruiting fees, and R&D delays.

Ops & Maintenance

Partnering with Happen

SLA-Backed Reliability. We monitor, tune, and maintain the endpoint. You just consume the API.

Building In-House

Distraction. Your best engineers get stuck maintaining plumbing instead of building your core product.

04  Proof, not Promises

Proof, not Promises

We measure success by the tangible outcomes we deliver for our clients. Here are a few selected production wins.

AI-Powered eCommerce Content

Productify.ai
Outcome

10x faster listing creation and 98% data accuracy, processing over 10M products.

Delivered

Large-scale content generation, data cleanup, and image digitization pipelines.

Compliance Processing

KYC Pack
Outcome

+86% reduced busywork and administration

Delivered

Document extraction, information analysis.

Automated CRM Data Cleansing

Outcome

Up to 80% reduction in duplicates; vastly improved reporting accuracy.

Delivered

Normalisation, deduplication, and enrichment pipelines for CRMs/ERPs.

Retail Deal Extraction

Outcome

80% reduction in manual data capture; improved accuracy.

Delivered

Deal identification, cropping, and information extraction from ad circulars.

Automated Receipt Processing

Outcome

95–98% data extraction accuracy & 85% less manual review time.

Delivered

High-scale Receipt OCR and validation engine for promotional campaigns.

Logistics

Outcome

40% faster claim resolution; reduced revenue leakage via automated policy checks.

Delivered

Document intelligence endpoints for claims parsing and contract comparison.

Want the full picture?

Get in touch and we'll send you detailed case studies relevant to your use case.

Ready to Accelerate Your AI Initiative?

Let's have a no-obligation chat to investigate your use case and see if we're the right partner to bring your project to life.

Core Systems Engineering
  • Engineering operational systems since 2016
  • Highly experienced team
  • EU/regional residency

FAQs

Absolutely not. We exclusively build on enterprise-grade endpoints. We configure "Zero Retention" policies where available, ensuring your data is processed for the request but never stored or used for model training by the vendor.

We don't rely on the model's creative memory. We use RAG (Retrieval-Augmented Generation) architecture. This means the AI is forced to answer questions using only the data we provide (your PDFs, databases, or documentation). If the answer isn't in your data, the system is programmed to say "I don't know" rather than guess.

No. The AI landscape changes weekly. We build "Model-Agnostic" architectures. This allows us to swap the underlying engine (e.g., Google, OpenAI, Anthropic) without rewriting your entire application. We simply update the API connection to use the best model for the price and performance.

We model these for you during the Discovery phase so there are no surprises. For production, we bundle it into a managed service fee with usage caps to prevent runaway bills.

Yes. For sensitive workflows, we implement HITL (Human-in-the-Loop) processes. The AI generates a draft or a recommendation, but it requires a human click to approve or edit before the final action is taken. This balances automation speed with human oversight.