AI / ML Solutions
From a validated use case to a model running in production — with evaluation, guardrails, and a cost ceiling you agreed to up front.
- RAG & retrieval pipelines
- Model evaluation harnesses
- MLOps: training → serving → monitoring
AI · Software · Cloud · Operations
We build the systems your business actually runs on.
BinaryRise is a boutique technology consultancy. We design, build, and operate AI and data systems, custom software, and the cloud infrastructure underneath them — with senior engineers on every engagement, start to finish.
No sales deck. You talk to the engineer who'd do the work.
AI / MLSoftwareCloudSysAdmin
What we do
Four practices. One team.
Most problems cross all four. We staff them that way — not with four vendors and a coordination tax.
Software Development
Custom applications and integrations, built to be handed over: documented, tested, and yours.
- Web apps & internal tools
- APIs & system integrations
- Legacy modernisation
Cloud Infrastructure
Architecture and migration on AWS, Azure, or GCP — infrastructure as code from day one, no click-ops.
- Landing zones & IaC (Terraform)
- Kubernetes & containers
- Cost optimisation & FinOps
System Administration
The unglamorous layer that decides whether everything above it stays up. Monitored, patched, and documented.
- Monitoring & on-call runbooks
- Backup, DR & recovery testing
- Hardening & access control
How we engage
Scoped work, visible progress, code you own.
Fixed-scope discovery. Your repositories and cloud accounts. No lock-in clauses.
AI Readiness Sprint
A prioritised use-case shortlist, a data-readiness assessment, and one working prototype.
Data & Analytics Foundation
A modelled warehouse, automated pipelines, and dashboards your team can extend without us.
Cloud Migration & Hardening
A documented target architecture, an IaC-managed environment, and a migration runbook.
- 01
Scope
A paid discovery session. We map the system, the constraints, and the failure modes.
You leave with: a written problem statement and a scoped proposal — yours to keep, even if you stop here. - 02
Design
Target architecture, tradeoffs written down, and the decisions we'd defend in six months.
You leave with: an architecture doc and an ADR log. - 03
Build
Two-week increments. Working software at the end of each. Your repo, your cloud account, our commits.
You leave with: reviewable code from week two. - 04
Operate
Monitoring, runbooks, and a handover your team can actually use — or ongoing support if you'd rather we kept it.
You leave with: runbooks and a handover session.
- Fixed-price discovery
- Scoped, paid, and it stands alone. The output is yours whether you continue or not.
- You own everything
- Your repositories, your cloud accounts, your IP. No lock-in clauses, no proprietary runtime.
- Senior engineers only
- You get the person who does the work. We don't staff engagements with juniors.
Our toolkit
Technologies we build with
We're deliberately not tied to one vendor. The stack follows the problem — and we'll tell you when the boring option is the right one.
Cloud
- AWS
- Azure
- Google Cloud
- Kubernetes
- Docker
- Terraform
Data & AI
- Snowflake
- dbt
- Databricks
- PostgreSQL
- Airflow
- PyTorch
Languages & frameworks
- Python
- LangChain
- FastAPI
- React
- Flask
- Django
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Engineering notes
How we think about the work
Architecture decisions, tradeoffs, and things that broke — written by the people who build.
All articles
ai
What a RAG evaluation harness actually needs to measure
Retrieval quality and answer quality fail in different ways, and a single score hides both. Measure the two stages separately, on a set you wrote by hand.
cloud
Terraform landing zones: the five decisions you can't undo later
Account structure, naming, state layout, network topology and identity. Everything else in a landing zone is reversible; these five are not, so decide them first.
ai
Why your first ML project should be boring
The projects that survive contact with production are the ones whose failure mode is obvious. Pick a problem where being wrong is cheap and visible.
Taking on new projects for [quarter]
Start a conversation
Tell us what you're trying to build.
A short description is enough to start. If we're not the right fit, we'll say so and point you somewhere better.
- Emailcontact@binary-rise.com
- Phone+359 888 601 453
- OfficeSofia, Bulgaria
- 01We reply within one business day.
- 02A 30-minute call with an engineer, not a salesperson.
- 03If it's a fit, a written scope and a fixed-price discovery.