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20Hypes.

Case studies

Products and platforms built for production

Four projects: an AI document processing platform operating at scale, an AI engine that generates applications, an AI-assisted recruitment product, and a cross-platform video player. Each one shows the engineering, not just the stack.

01Engineering contribution

Document Intelligence Platform

AI document processing, full-stack engineering & cloud infrastructure

An AI-driven document processing platform that extracts and classifies data from scanned and digital documents at more than a million file transactions a month.

  • Full-stack engineering
  • Cloud infrastructure
  • System architecture
1M+file transactions / month
Document processing pipeline
Challenge
Documents arrived as both scans and digital files, often as large PDFs containing many separate documents bundled together. Reading them, pulling out the required fields, working out what each document actually was, and filing it in the right destination was manual work that no team could keep up with at volume.
What we built
An AI-driven processing platform that goes well beyond OCR: ingestion APIs, text and data extraction from scanned and digital documents, extraction of the specific fields each document type requires, classification and splitting of large PDFs into their constituent documents, and outbound delivery into systems such as SharePoint and customer webhooks.
Technical contribution
Work spanned application and infrastructure: building the processing and extraction pipeline and its product features, then engineering the capacity, scalability, and reliability needed to keep the platform predictable as volume grew.
Outcome
The platform sustains more than one million file transactions per month, with documents classified and routed to their destination systems automatically instead of by hand.
StackAWSNode.jsTypeScriptOCR & AI extractionQueues & eventsS3SharePoint API
02Engineering contribution

AI Code Generation Engine

AI engineering & platform engineering

An AI-driven code engine that generates frontend and backend applications from structured requirements.

  • AI engineering
  • Platform engineering
  • API generation
7,500+APIs generated in ~2–3 minutes
Generation pipeline
Challenge
Every new project repeated the same foundations — data models, endpoints, validation, and screens — and writing that layer by hand did not scale with the number of projects.
What we built
A code engine that turns structured requirements and schemas into working applications: generated backend APIs with validation, matching frontend application code, and the pipeline that runs generation end to end.
Technical contribution
Engineering across the generation pipeline: the schema-driven API generation model, the AI-driven generation of application code, and the checks that keep generated output consistent and usable.
Outcome
More than 7,500 APIs were generated in approximately two to three minutes, turning a repetitive build phase into a generated one.
StackTypeScriptNode.jsLLM APIsSchema-driven APIsCode generationPostgreSQL
03Product

Hireon

Recruitment technology & AI

A recruitment platform that processes job descriptions, analyses CVs, and scores candidates against a role.

  • Product architecture
  • AI engineering
  • SaaS development
Recruitment workflow
Challenge
Hiring teams work across fragmented tools, and reviewing each candidate against a role is slow, repetitive, and inconsistent between reviewers.
What we built
A SaaS recruitment platform covering job and application workflows, job description processing, CV and candidate analysis, and AI-assisted matching that scores and ranks candidates against a role.
Technical contribution
Built as an independent 20Hypes product: product and data architecture, the AI analysis and scoring pipeline, and a modern SaaS application around it.
Outcome
Hiring workflows and candidate review run in one product, with structured, repeatable scoring in place of manual CV screening.
StackNext.jsTypeScriptNode.jsPostgreSQLLLM APIsAWS
04Product

Vida

Mobile application development

A Flutter-based, ad-free video player built for a clean, uninterrupted viewing experience.

  • Flutter development
  • Mobile architecture
  • Cross-platform UI
0ads or interruptions
Playback flow
Challenge
Most mobile video players interrupt playback with advertising and clutter the interface with everything except the video.
What we built
A cross-platform video player built in Flutter, with a deliberately minimal player interface, smooth playback controls, and no advertising anywhere in the experience.
Technical contribution
Built as a 20Hypes product: Flutter application architecture, playback and player integration, and a single codebase that behaves consistently across platforms.
Outcome
One Flutter codebase delivers the same clean, ad-free playback experience across mobile platforms.
StackFlutterDartVideo playbackCross-platform

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