// services · what we do

Eight ways
we engage.

We don't sell deliverables; we sell outcomes. Every engagement is staffed by senior operators and ends in working software, a written hand-off, or a thesis we can defend.

[01] · service

AI Strategy

Where to bet, where to wait, what to ignore.
you walk away withA defensible thesis your CFO will sign.

A short, opinionated engagement that ends in a roadmap your CFO will sign. We interview your team, audit your stack, run an evals workshop, and deliver a written thesis on what to build, what to buy, what to kill.

// deliverables
  • → Capability audit
  • → Build/buy/kill matrix
  • → Evals harness v0
  • → 12-month roadmap
  • → Hiring plan
// best for

Series A–C teams who suspect they should be doing more with AI but cannot name the shape of it.

[02] · service

AI / Software Engineering

Production code. The plumbing and the magic.
you walk away withA system your team can own on day one of hand-off.

Full-stack squads who embed inside your team, write production code on day one, and leave behind a system your engineers can own. We build the product surface and the AI infrastructure underneath - the RAG, the evals, the agent runtime, the observability, the on-prem deployment. No agencies, no offshoring, no lingering past the value cliff.

+ add-on
Performance & GPU Sizing

Make an existing CV / ML pipeline faster without touching its accuracy (profiling, GPU and CUDA optimization, output proven identical to before), and size the hardware before buying it: which GPU or edge box actually hits your throughput, latency and VRAM targets.

// deliverables
  • → Product features & internal platforms
  • → Retrieval pipelines & agent runtime
  • → Eval harness + dashboards
  • → On-prem inference & cost budgets
  • → Hand-off runbook & training
// best for

Teams with a working prototype - or none at all - who need senior velocity for a defined window without permanent headcount.

[03] · service

Lectures & Workshops

Calibrate your team. Two days, no slides about hype.
you walk away withA team that can argue about AI without flinching.

Tailored sessions for R&D teams, executive offsites, and boards. We teach what is real, what is one paper away, and what is marketing. Hands-on labs for engineers; sharp, opinionated briefings for C-levels. Every session ends with a written takeaway your team can act on the next morning.

+ add-on
AI-Assisted Engineering

Hands-on workshops that teach dev teams to work productively with AI coding agents such as Claude Code: workflows, review discipline, and where they break. Tools, not authors.

// deliverables
  • → Custom curriculum from your stack
  • → Hands-on labs (engineers)
  • → Executive briefings (C-suite)
  • → Live evals on your own data
  • → Written takeaway memo
// best for

R&D leaders, CTOs, and boards who need their organisation to share a vocabulary before the next planning cycle.

[04] · service

Research

Applied research with frontier teams.
you walk away withA thesis we are willing to defend in public.

We take research engagements with labs, universities and frontier-model companies. The work occasionally produces a paper, sometimes a prototype, and rarely a product - but always a thesis we are willing to defend in public.

// deliverables
  • → Literature review
  • → Reproductions & extensions
  • → Prototype + writeup
  • → Joint authorship (where appropriate)
// best for

Frontier labs and curious operators who want to understand what is one paper away from being possible.

[05] · service

Innovation & Grant Strategy

Turn breakthrough tech into funded ventures.
you walk away withA funded roadmap and an investor-ready story.

We help startups, SMEs, and research organizations secure competitive funding and turn breakthrough technology into scalable ventures. Grant and funding strategy, proposal writing, business plans, technology due diligence, international partnerships, and R&D roadmapping.

// deliverables
  • → Grant & funding strategy (Horizon Europe, EIC, Eurostars, BIRD, IIA)
  • → Proposal writing & submission support
  • → Business plans & commercialization strategy
  • → Technology due diligence & evaluation
  • → International partnerships & consortium building
  • → R&D planning & technology roadmapping
// best for

Startups, SMEs, and research organizations seeking competitive funding and a credible path to market.

[06] · service

Machine Vision & Automated Inspection

Cameras that catch what people miss.
you walk away withAn inspection station that flags defects on the line, with measured accuracy you can show an auditor.

We retrofit production lines with camera, lighting and software that replace manual visual and dimensional QC: defect detection, anomaly detection, measurement and sorting. We start with a feasibility study on your own parts, build a pilot on the line, and hand over a system your engineers can retrain and maintain.

// deliverables
  • → Feasibility study on your real samples (go / no-go)
  • → Camera, optics & lighting spec
  • → Detection / anomaly-detection models + classic image processing
  • → Line integration (PLC / reject signal) and an operator UI
  • → Accuracy report (false-reject / escape rates) + hand-off runbook
// best for

Manufacturers in precision machining, plastics, optics, electronics and food who still rely on manual inspection or sampling.

[07] · service

Video Analytics & Tracking

From hours of footage to the seconds that matter.
you walk away withA pipeline that turns raw video into structured events: who, where, when.

Detection, multi-object tracking, re-identification and OCR on long, high-resolution video, whether it's sports, security, retail or traffic. We built the player-tracking engine behind Match Cuts (90 minutes of 4K panoramic football to per-player highlights).

// deliverables
  • → Detection + tracking + Re-ID pipeline
  • → Event extraction (proximity, possession, dwell time, counts)
  • → Labeling strategy & ground-truth evaluation (HOTA / precision / recall)
  • → Batch or real-time deployment on your GPUs or cloud
// best for

Sports-tech, media, smart-city and security teams sitting on video they can't search.

[08] · service

Automation & Smart Reports

Stop copy-pasting. Let the data come to you.
you walk away withWorkflows that run on their own, and reports that land ready to act on.

We automate the repetitive work around your business: collecting data from websites and internal systems, cleaning and joining it, and turning it into reports and alerts people actually read. Everything runs unattended, with logging and alerts for when something breaks.

// deliverables
  • → Process audit: what to automate first
  • → Web scraping & data-collection pipelines
  • → Integrations (CRM, email, spreadsheets, APIs)
  • → Smart reports & dashboards with AI-written summaries
  • → Monitoring + hand-off runbook
// best for

Operations-heavy companies whose teams spend hours a week moving data between systems by hand.

// how we work

From hello to handoff.

How does a Bina Labs engagement run from first call to handoff? Five stages: a 30-minute intro call, a 2-page scoping memo with timeline and kill date, a working week-1 prototype in your environment, bi-weekly iterate-or-kill reviews with refund-the-rest if it should die, and a final hand-off with runbook, recorded walkthrough, and 30 days of free office hours. Embedded engagements typically run 6 to 9 months.

[00]
Intro call
30 minutes. We figure out if we are the right fit. No deck.
[01]
Scoping memo
A 2-page written proposal with timeline, team, and a kill date.
[02]
Week-1 prototype
Working code in your environment by end of week one. Always.
[03]
Iterate or kill
Bi-weekly reviews. If a project should die, we say so. We refund the rest.
[04]
Hand-off
A written runbook, a recorded walkthrough, and 30 days of free office hours.
// engagement models

How to buy us.

How do you buy a Bina Labs engagement? Email intelligence@bina-labs.com with what you are trying to do in three to five sentences. Bina Labs responds within two business days with either a scoping call or a polite no. No procurement portals, no SOW templates from 2014 - just a one-page agreement and an invoice in USD.

Fixed-scope sprint
2–6 weeks. Single deliverable, fixed price.
from $10k
Embedded squad
3–12 months. Full-time team inside yours.
from $20k/mo
Fractional CTO
Ongoing. One day per week, two-quarter min.
from $7k/mo
Research retainer
Open-ended. We chase the question with you.
from custom
Start a conversation →See past engagements
// faq · what clients ask

The questions, on the record.

Fixed-scope sprints from $10k. Embedded squads $20k per month, all-in. Fractional CTO from $7k per month, two-quarter minimum. Research retainers are custom. Every quote is a single number, not a rate card.