Case
studies
Real AI and software in production, across industries. A selection of the agents, products, and platforms INVT has built. Some clients are shown by sector while we secure permission to name them.
Featured work
Agentic AI
Hal - agentic CRM co-pilot
Upstak, a US data-center-infrastructure value-added reseller.
INVT built Hal, an agentic assistant that translates natural-language questions into database queries and actions over Method CRM, backed by a growing knowledge base and a proactive sales/support co-pilot.
Agentic AI
Byte - AI tournament assistant
Community Gaming, an esports tournament platform where players compete and earn rewards.
INVT built Byte, an AI assistant that handles support, assists tournament organisation and moderation, and automates promotion, integrated with Community Gaming's tools.
AI apps and data intelligence
AI support and Q&A assistant
CyberGrid, a European energy-flexibility company that markets and optimizes distributed energy assets across power markets.
As a long-term embedded team for CyberGrid, INVT built an AI support and Q&A assistant that CyberGrid now makes available to its own clients as a built-in part of its offering.
Fintech
Stablecoin payments platform
Coinsub, a stablecoin payment-infrastructure platform - the money-movement layer for modern commerce.
INVT developed the full-stack platform: a high-performance Go backend, a merchant dashboard, a buy app and a mobile app.
Fintech
AI algorithmic trading
PaidT, an algorithmic-trading fintech serving funds, banks and brokers.
INVT developed the backend for data analysis, trading simulation and execution, with scalable cloud hosting and failover, plus ongoing product and roadmap support.
Agentic AI
Byte - AI support and market intelligence
Forkast, a Web3 prediction-market platform for sports, gaming and crypto.
INVT built Byte, a multilingual support and research agent with RAG, re-ranking and an overseer for agentic workflows, plus a market-intelligence engine that recommends new markets from X and RSS feeds.
Computer vision and robotics
Embedded computer-vision engineering
Haxion, an AR/VR computer-vision company building real-time perception for spatial computing.
INVT provided an embedded senior AI engineering team over more than 15 months, including a modular 3D benchmark framework to objectively evaluate perception quality.
Other software engineering
Business-process SaaS UI
Sistemiv, a business-process automation and management SaaS (sSuite).
As a long-term service partner, INVT developed the UI/frontend for the platform, working as an extension of the client's team.
AI apps and data intelligence
AI content aggregation
Bundlr, a mobile app curating podcasts and newsletters.
INVT implemented real-time audio transcription, semantic search, named-entity recognition, summaries, and a chatbot for content discovery.
More work
Agentic AI
Agentic talent intelligence
Introduction
A US executive-search firm with hundreds of thousands of candidate profiles locked inside a legacy applicant-tracking system.
Client requirement
Surface the handful of best-fit candidates for a role in minutes, with reasoning recruiters can trust, and push results back into the existing system of record.
How did INVT address the challenge
INVT built an agentic platform over the ATS: a multi-stage ranking funnel (structured filtering, hybrid keyword + semantic retrieval, then LLM scoring agents) plus a streaming conversational agent with deep-web research and one-click write-back.
Used technologies
LangGraph, RAG, hybrid retrieval, embeddings, PostgreSQL/pgvector, headless-browser research
Agentic pre-construction automation
Introduction
A US low-voltage electrical contractor.
Client requirement
Turn estimates into client-ready proposals, bills of materials and product submittals - a manual process that took hours per project.
How did INVT address the challenge
INVT built an agentic pipeline (a ReAct agent with tools) that reads estimates and project PDFs, generates all three documents, critiques its own output, and refines them with the user - cutting hours of work to seconds.
Used technologies
Claude, LangGraph, vision/PDF extraction, Python
AI apps and data intelligence
AI revenue assurance
Introduction
A music-rights organisation responsible for collecting and distributing royalties for its members.
Client requirement
Explore how AI could modernise revenue assurance across large volumes of royalty transactions spread over legacy systems and partner data.
How did INVT address the challenge
INVT built a proof of concept for an AI intelligence layer over the data estate, letting analysts query and reason about data that was previously locked away, in seconds.
Used technologies
LLMs, RAG, data pipelines, cloud
Fintech
Wealth and estate distribution planner
Introduction
A wealth and estate-planning fintech.
Client requirement
A distribution-planner web app covering a full calculator, distribution scheduling, monitoring, and trust-document generation.
How did INVT address the challenge
INVT built the React + FastAPI application implementing the complete calculator to distribution to monitoring workflow, with financial projections and trust-document generation.
Used technologies
React, FastAPI
KYC and onboarding SaaS
Introduction
A financial-institution KYC and onboarding SaaS.
Client requirement
A proof of concept for streamlining client onboarding and due diligence with document analysis.
How did INVT address the challenge
INVT built a proof of concept with AI-based document analysis and annotation, integrated with an enterprise document-management system.
Used technologies
Python, React, FastAPI, PostgreSQL
Alternative investment fund register
Introduction
An alternative investment fund.
Client requirement
A regulated web platform to manage the register of investment units, meeting local regulation.
How did INVT address the challenge
INVT researched the regulatory domain and designed, built and integrated the complete website and supporting backend services.
Used technologies
PHP, MySQL, Apache
Other software engineering
Team extension
Introduction
Bild Studio, a software and design studio.
Client requirement
High-caliber engineering resources with fast iteration and minimal overhead.
How did INVT address the challenge
INVT provided embedded engineering resources as a flexible, responsive extension of the studio's team.
Used technologies
Full-stack engineering
Embedded system test tool
Introduction
A client building embedded software for a rapid fire-suppression system in gas lines.
Client requirement
Updates enabling verification and monitoring of the firmware-upload process for field devices, with a failover mechanism.
How did INVT address the challenge
INVT specified and implemented the new software logic, integrated it with the existing application, and tested it on the actual field device.
Used technologies
C++