Your AI works in
the demo.
Ours works six months
after launch.
Jonix Software builds production RAG pipelines, document intelligence systems, and AI integrations for US companies in fintech, e-commerce, and regulated industries.
Tech stack
Valentyn Druzhynin — Founder & Lead Engineer
Every engagement is run directly by Valentyn — no account managers, no junior teams.
$200,000 in AI spend.
Six months later, nobody uses it.
The failure isn't the model. What fails is everything else — the ingestion pipeline that collapses on real documents, the retrieval layer with no access control, the evaluation system that doesn't exist.
It performs on test data. Not on yours.
Real enterprise documents are messy — scanned PDFs, inconsistent formatting, mixed metadata. Most RAG systems are never stress-tested on data like yours before they go live.
You won't know it's failing until users leave.
Without retrieval evaluation and confidence scoring, quality degradation is invisible. Your team finds out from Slack DMs, not dashboards.
Access control at the API layer isn't enough.
In multi-user systems, sensitive documents can surface to wrong users on semantically similar queries. RBAC belongs at the retrieval layer — not bolted on after deployment.
Six services. One standard: it has to work in production.
We don't do proofs of concept that become shelfware. Every engagement ends with a system your team uses, trusts, and can maintain.
Production RAG Systems
RAG pipelines built for real data under compliance pressure. Hybrid retrieval, RBAC at the retrieval layer, continuous RAGAS evaluation, citation tracing on every response.
AI Integration & Automation
LLM APIs wired into your existing stack. Document processing pipelines, internal copilots, customer-facing AI features. FastAPI backends that ship tested.
Data Pipelines & Infrastructure
AWS Airflow + Terraform for AI-ready data infrastructure. ETL at scale, S3 lifecycle management, full observability. Running 10 TB+/week in production.
AI Quality Assurance
RAGAS evaluation pipelines, golden test suites, regression coverage. The measurement infrastructure so you know your AI is performing — and catch when it stops.
Python Backend APIs
Production FastAPI and Flask backends — async, tested, documented, AWS-deployed. Built to be owned by your team long after we've left.
AI Readiness Audit
A focused 2-week audit of your data, processes, and infrastructure. Prioritized roadmap with honest effort and cost estimates. No retainer required.
10 TB/week. 99.9% uptime. Zero compliance incidents.
A US financial analytics platform needed to query vast, unstructured market data daily — with answers that could be audited, cited, and defended under regulatory scrutiny. Hallucinations weren't an inconvenience. They were a compliance risk.
- 10 TB+ of market data processed weekly on AWS Airflow, fully automated
- 99.9% uptime under continuous production load
- Every answer citation-traced to source document — fully auditable
- RBAC at retrieval layer — zero data leakage incidents since deployment
- $20K/year saved via automated S3 lifecycle policies (Terraform)
System overview · Live
From the people who ran the projects.
"We had three previous attempts at RAG for our compliance team. All three collapsed on our real data within two months. Jonix built the fourth — it's been running at 99.9% uptime for eight months and survived two regulatory reviews without a single issue."
VP Engineering
US financial analytics platform · Series B · compliance-regulated
"Our buyers needed expert product advice before purchasing. We couldn't staff enough knowledgeable sales agents. The AI Jonix built handles that consultation better than most of our human reps did — and it never sleeps."
Founder
US industrial e-commerce platform · 10,000+ SKUs · $10M+ GMV
"Verification used to be the bottleneck that cost us investors. Serious people don't wait three months. Now they're cleared in hours and we can track where every verification stands. That change opened up a segment of the market we couldn't access before."
COO
US fintech company · $900K+ revenue through the platform
Let's make sure your AI works six months after launch.
30 minutes. No pitch deck. A technical conversation about your data, your failure modes, and whether we're the right fit — before anyone opens a proposal.
Book a Free Scoping Callor email jonix.software@gmail.com