Engineering & AI, shipped
A portfolio of platforms, AI products & intelligent operations we've built and run — across the US, Europe & India, from Fortune-500 to fast-growing mid-market
Why Trinesis
A Gen-AI–driven product-engineering partner — we design, build, run and scale software & AI in production
What we do
- Product engineering
Web, mobile, desktop & backend platforms — rescue a stuck build or build from scratch.
- Generative & applied AI
LLM/RAG, agentic systems, Vision AI & ML — embedded inside real workflows.
- Cloud, data & IoT
Azure/AWS/GCP, edge devices, data consolidation, monitoring & cost dashboards.
How we engage
- Rescue & partner
We often take over a stuck build, stabilise it, and stay on for years.
- Pilot-first for AI
Prove measurable value on one use case, then scale across the org.
- You own it
Deployed in your cloud / on-prem; your data & IP stay yours.
Portfolio at a Glance
Multiple engagements, three capability areas — same engineering rigour
Platforms & Product Engineering
Client-owned web, mobile & backend platforms that replace manual processes and legacy tools — and run the whole operation.
- Build & rescue
- ERP / data integration
- Self-verifying operations
Generative & Applied AI
LLM, RAG & agentic systems that draft, search and decide — embedded inside the workflows people already use.
- Agentic RAG assistants
- Generative drafting in-flow
- Multi-modal extraction
Vision & Industrial AI
Computer vision, predictive maintenance, IoT & forecasting — turning machines, plants & sensors into real-time intelligence.
- Vision-AI quality gates
- Predictive maintenance
- Edge / IoT + forecasting
AI in Action
Generative, applied & industrial AI — embedded in the workflows people already use
TARA — AI co-teacher
Drafts IEP goals & Bloom's-leveled assessments, auto-matched to state standards — streamed live, teacher in control.
Amphenol Con-AI
Agentic RAG chatbot over a 130K+ SKU catalog — 8 specialized agents, semantic search & confidence scoring.
AI Cross-Reference
Multi-modal spec extraction from drawings, PDFs & APIs → competitor equivalents with pricing & source traceability.
Orchid Scientific
AI 4-point animal tracking, built-in stats & 21 CFR Part 11 compliance.
Technical Associates
Vision-AI quality gate at winding + digital inspection synced to D365.
Rays Power Experts
FluxAI edge servers monitor 400–500 inverters across sites via Modbus.
FluxAI — Systematic & Baidyanath
Overload & coating-drift prediction; SAP demand forecasting & stock-out intelligence.
Amphenol spans three engagements for one Fortune-500 leader — Con-AI assistant (130K+ SKUs), AI cross-reference (90%+ match), and welding quality analytics (50 → 12,623 cycles).
Platforms & Product Engineering
Replacing manual processes & legacy tools with platforms the client owns
FR8Auctions
One cloud platform (web + mobile) replacing manual intake & two legacy systems — online bidding, auto invoicing & settlement, logistics, live inventory.
Goodr
Mobile app, web admin & APIs that route surplus food to non-profits. Google-Maps nearest-non-profit auto-assignment with driver ETAs & live tracking; migrated to Azure.
Vihan Modular
Distributor mobile app + admin portal replacing WhatsApp/phone orders — live sales, order management synced to ERP, payment tracking & scheme broadcasts.
FR8Auctions — a $420M operation, run automatically
Consolidated 25 years across two legacy systems into one client-owned platform that proves its own accuracy
- Challenge
Bids on paper/email re-keyed by hand; back office locked into two packaged systems; 25 years of duplicated, fragmented data; warehouse on spreadsheets.
- What we built
Online bidding, spending-limit–aware winner selection, instant invoicing & settlement, integrated logistics, live inventory/aging, self-serve reporting + QR/barcode.
- Self-verifying
Every auction auto-reconciles — bids = invoices to the dollar, payments balance, one winner per lot, consignor net & tax checked.
25 years, consolidated & reconciled
| System / era | Records | Auctions | Sales |
|---|---|---|---|
| CusSoft (2001–2020) | 583K+ | 379 | ~$99M |
| AuctionFlex (2021–26) | 2.4M+ | 139 | $320M+ |
| Combined · 25 yrs | 3M+ | 500+ | $420M+ |
FluxAI — AI for industrial operations
One on-prem / private-cloud platform that turns plant, machine & ERP data into prediction, quality control and action
- Vision-AI quality gates
Inline dimensional & defect inspection — proven at 99% accuracy / 0.1mm on transformer winding (Technical Associates).
- Predictive maintenance
Load/vibration/temperature signatures flag overloads before they trip — fewer breakdowns, less scrap.
- Edge + IoT ingestion
Edge servers connect legacy & modern machines (Modbus/RS485, PLC, sensors) — e.g. 400–500 solar inverters at Rays.
- Forecasting + agentic assistant
Demand/output forecasting on ERP/SAP, plain-language Q&A, and agents that act on their own predictions.
The Common Thread
Different industries, one playbook — the pattern behind every engagement
Consolidate the data
Untangle scattered legacy & siloed data into one trustworthy model — from FR8's 25 years to a plant's live sources.
Automate the manual work
Replace re-keying, paper & spreadsheets with platforms that run the operation — bidding, routing, inspection.
Put AI in the workflow
AI that drafts, predicts, sees & acts where people already work — the human stays in control.
Verify & own it
Systems that prove their own accuracy, in the client's cloud — measurable, auditable, theirs.
What We Build Across
One team, full stack — from mobile to ML to the edge
Mobile & Desktop
Web
Backend / APIs
Cloud & Edge
AI / ML
Data
Enterprise & integrations
Run & assure
How We Engage
Meet you where you are — rescue, build, or embed AI
Rescue & partner
Inherit a stuck or buggy build, stabilise it fast, and stay on as the long-term engineering partner — as we did for Goodr (2+ years).
Build the platform
Replace manual processes & legacy tools with one client-owned platform that runs the operation — as we did for FR8Auctions.
Embed AI, pilot-first
Prove value on one use case — a GenAI feature (TARA, Amphenol) or an industrial PoC (Technical Associates, Rays) — then scale.
Always deployed in your cloud or on-prem — your data, your IP, monitored and measurable from day one.
Let's Build Your Next One
A rescue, a platform, or an AI pilot — we'll meet you where you are
Pick the problem
A stuck build, a manual operation, or an AI opportunity
Ship fast
A focused engagement on your stack, in your cloud
Scale & stay
Grow into a long-term partnership, like our clients do
