Put AI to work. With the right technical partner.

Koeo is the senior technical partner beside your team. We help you decide where AI pays off and what can wait, review what you build before it goes live, and build with you when it’s worth it.

For businesses with or without a technical team in-house.

Where we
can help.

Every business’s AI has three layers. Most need help with one; some need all three. Here is where we work.

Decisions

Senior technical guidance, part-time

You or your team build. We help decide what to build and what waits, read the work before it goes live, and work through the hard technical choices with you. We advise; you decide.

For owners and teams who build with AI and want someone senior to read the work.

  • Roadmap
  • Reviews
  • Vendor choices
  • Second reader
How ongoing guidance works

Systems

Build and integrate AI

Turn a useful idea into a working system. We build AI applications and workflows, connect them to your existing tools and information, and evaluate how well they perform.

Examples include technical knowledge assistants, account intelligence and internal workflow automation.

  • Assistants
  • Agents
  • Integrations
  • Evaluation
See grounded answers

Infrastructure

Improve AI infrastructure

Make the systems behind your AI fit the workload. We help with inference platforms, cloud architecture and deployment, balancing performance, reliability and operating cost.

For teams building a platform, moving beyond a pilot or improving an existing deployment.

  • Model serving
  • GPUs
  • Cloud
  • Reliability
See the GPU prototype

Under all three

Access controls, data boundaries and operational ownership are considered from the start.

  • Access controls
  • Data boundaries
  • Ownership
AI and client information

Not sure which layer is yours? The free 30‑minute call finds it.

How it
works.

Four steps. At each one, you decide whether to go on.

  1. A free 30‑minute call

    Free

    Tell us what needs to work better. We’ll say whether an assessment is the right first step.

  2. The assessment

    Fixed price

    A working session with your team, then a written diagnostic you keep.

    What the assessment covers
  3. The work, if there is some

    Fixed-price proposal

    We build or fix what is worth doing, or you do it yourselves.

  4. Ongoing guidance

    A few hours a month

    A senior partner who already knows your systems: decisions, reviews, the hard choices.

    What ongoing guidance covers
Discuss your challenge

Selected work.

Work from before Koeo’s first clients: two internal tools for large enterprise teams, one independent consumer product and one Koeo prototype. Each study says where it comes from and what was measured.

01 / 04 Drawing of the system

Grounded answers layer

From hours of waiting to answers in seconds.

Typical response time, before → after
2–3 hours → 5–10 seconds

Response time, not confirmed resolution. One knowledge base. Measurement details and user ratings are in the full study.

Sourced technical answers in Slack for customer-facing teams. Internal work built on a large enterprise software company’s existing AI platform.

Over five months
About 600 users · 2,000 questions

Read the study

02 / 04 Drawing of the system

Account intelligence workflow

Account preparation in hours. Context on demand.

Observed account preparation
2–3 days → under two hours

Observed experience, not a formal time study. Report generation and completed preparation are separate measures.

An internal AI workspace built to connect account information and actions across existing tools, with human review and established access permissions.

Account report generation
Under ten minutes

Read the study

03 / 04 Drawing of the system

Surforme

From scattered health records to a source-linked Portrait.

Built end to end, approximately
3–4 months

A consumer health web app built end to end in approximately 3–4 months, with source-linked Portraits and automated quality checks before delivery. About 100 activated accounts during its beta; now closed.

Activated accounts
Approximately 100 registered and activated beta accounts

Read the study

04 / 04 Drawing of the system

GPU inference platform

From infrastructure setup to inference through a CLI.

Developer CLI setup
A couple of minutes

Prototype timings vary with model size. One signed GPU partner MOU, for prototype access. Development concluded before production.

An independent prototype, abstracting GPU infrastructure, model serving and routing behind a developer interface built around vLLM.

Model loading, a separate step
Typically 2–3 minutes

Read the study

Each drawing shows the system as its study describes it. None is a screenshot. Each study explains the context and results.

Technical depth.
Business perspective.

François Néron, smiling, in front of a painting.

François Néron

Founder & technical lead

The experience behind Koeo spans enterprise software, cloud infrastructure and security, from hands-on engineering and architecture to CIO and CEO roles. Since 2014, that work has included enterprise deployments, customer integrations and building products from the ground up.

You work directly with us on technical decisions and delivery. We bring in specialists where the scope calls for them, with clear responsibilities throughout the engagement.

Since 2014: engineer, architect, CIO, CEO.

Before Koeo

Infrastructure automation across Fortune 500 accounts: cloud adoption, secrets, platform standardization.
Merchant integrations with more than US$10B of order volume behind them; SDK demos that cut integration time in half.
Banking software, where a full-stack career started in 2014. Ten-plus products shipped for Montreal startups since.

Companies he started

CIO across cloud, IoT and data pipelines.
Founded and led a consumer health web application with source-linked Portraits and automated quality checks; now closed.

“Leave it alone”
is a real answer.

The right technical choice depends on what your business needs to achieve. We weigh usefulness, cost and reliability together, whether we’re building a system, improving infrastructure or helping your team decide what comes next.

First, a free
30‑minute call.

Tell us what you want to build, improve or work through, and where things stand. We’ll read your inquiry and reply within two business days.

Discuss your challenge

Need help choosing a direction? Our optional assessment starts with a free 30‑minute call and ends with a written diagnostic. See assessment details.

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