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How we ship SI

From feasibility to continuous operations.

Every engagement runs on the same playbook: discover the business case, co-create the solution, then build, ship, and review against the numbers we agreed up front.

Step 01

Discover & diagnose Understand the business before the model

We start with your goals, not your tech stack: the business problem, why now, and what it costs to do nothing. Output, a written engagement memo, a build-vs-buy analysis, the success metrics we agree up front, and a benchmarked model recommendation.

Deliverables: Business discovery · Build-vs-buy memo · Success metrics (KPIs) · Model benchmark

Step 02

Advise & co-create Design the solution together, sign it off before we build

We design the SI architecture (RAG, agents, fine-tuning) with your team, set up the eval harness, choose the vector store, and map the risks (budget, integration, security, adoption) before any production code is cut. You approve the plan, and the phased roadmap, before we commit to it.

Deliverables: Solution co-design · Eval harness · Risk & mitigation map · Phased roadmap

Step 03

Build, ship & review Two-week sprints, then a review on the numbers

Demoable increments every Friday, continuous eval runs, red-team passes, and a clean handover at production. After go-live we run an executive business review against the KPIs we agreed, and line up the next phase of the roadmap.

Deliverables: Two-week sprints · Continuous evals · MLOps handover · Executive review

Straight answers

The short version.

How does Octalcode run an SI project?

Octalcode runs an SI project in three phases: discover and diagnose, advise and co-create, then build, ship and review. Discovery starts with the business problem rather than the tech stack: why it matters now, what doing nothing costs, and which success metrics the work will be judged on. It produces a written engagement memo, a build-vs-buy analysis and a model recommendation benchmarked on the client's data. Co-creation designs the architecture with the client's team, whether RAG, agents or fine-tuning, sets up the evaluation harness, chooses the vector store and maps risks across budget, integration, security and adoption. The client signs off the plan and phased roadmap before any production code is cut. The build phase runs in short sprints with demoable increments, continuous evaluation runs and red-team passes, ending in a clean MLOps handover. After go-live, an executive business review measures results against the agreed metrics and lines up the next phase.

What happens during each sprint of an SI build?

Each sprint of an SI build moves from planning to a live demo of working software, with evaluation runs and quality checks along the way. It opens with sprint planning, where engineers and the client's product manager scope the tickets for the cycle. Heads-down build time follows for engineers and designers, and a mid-sprint walkthrough of work in progress keeps the client informed without waiting for the end. Before the demo, the increment goes through automated checks, manual QA and an accessibility review, and the evaluation harness scores every model-facing change so regressions are treated as bugs rather than surprises. The sprint closes on a Friday with a live demo of the increment and a retrospective. Alongside feature work, MLOps practices run from day one: drift monitors, audit trails and version pinning, so the system stays deployable at every step. Red-team passes probe for unsafe or off-scope outputs before anything reaches production.

02 · Principles

What we believe.

  1. Evals before demos

    A pretty demo without an eval is theatre. We attach an eval harness before model selection and treat regressions as bugs.

  2. Senior SI engineers only

    No bench-warmers learning on your dime. Every engineer in your engagement is 5+ years deep in shipping production ML and SI.

  3. Honest about limits

    We say no to SI builds where rules will work, where data isn’t ready, or where the risk profile doesn’t justify the autonomy.

  4. MLOps from day one

    Eval runs, drift monitors, audit trails, version pinning, the things that turn an SI demo into a deployable product.

03 · A typical week

The shape of an engagement, hour by hour.

  1. MonSprint planning

    Sync with your PM to scope the week’s tickets.

  2. TueHeads-down build

    Engineers and designers in deep work.

  3. WedMid-sprint demo

    Slack walkthrough of work in progress.

  4. ThuQA & polish

    Automated checks, manual QA, accessibility.

  5. FriSprint demo

    Live demo of the increment + retro.

Ready when you are

Start your journey with us.

30 minutes, one of our seniors, no slide deck. By the end of the call you will know whether we are the right team, and if not, who is.

Or call +1 (512) 710-5701

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