Strategic direction for teams
ready to build what matters.

Fractional CTO & AI strategy for startups and growing teams — helping you answer the hard questions before you write a line of code.

Currently accepting 1 new engagement  ·  nil@nilproductions.com

The questions every team is afraid to ask out loud.

Fast-moving teams often skip the conversations that would save months of rework. We specialize in exactly those conversations.

Why are we building this?

Feature sprint after sprint — but no clear map from the work to the actual business goal. Leadership and engineering are speaking different languages.

Build vs. buy spiral

Nobody can agree. Engineering wants to build. Finance wants to buy. The vendor demo was impressive. The deadline is next month.

AI is everywhere — but where does it actually fit?

The board wants an AI strategy. The team is evaluating five frameworks. No one is sure what problem they're solving with any of them.

Fractional CTO & strategic technical direction.

We embed at the leadership level, not just the code level — shaping decisions from product vision through architecture through delivery.

🏗️

Fractional CTO / Technical Leadership

Senior technical voice available for architecture reviews, hiring decisions, engineering culture, and board/investor technical Q&A — without the full-time executive cost.

  • Architecture & stack decisions
  • Engineering team structure & hiring bars
  • Technical due diligence (M&A / fundraising)
  • Engineering-to-product communication
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Why Are We Building This?

Facilitated discovery sessions that align engineering work to business outcomes. We help leadership and product teams surface assumptions, validate priorities, and kill work that doesn't matter.

  • Opportunity sizing & goal mapping
  • Assumption identification & risk framing
  • Roadmap coherence review
  • Stakeholder alignment workshops
🤖

AI Integration Strategy

Practical guidance on where and how to integrate AI into your product and operations — from tool selection through deployment and observability.

  • Use-case identification & prioritization
  • Framework & model selection
  • Agent & workflow architecture
  • Evaluation, tracing & governance
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Platform Maturity & IDPs

Measuring is easy — acting on the right signal in the right context is hard. We help teams watch metrics like DORA, SPACE, and DevEx without chasing vanity numbers, and build just the right amount of internal tooling.

  • DORA, SPACE & DevEx measurement in context
  • Internal developer platform (IDP) strategy
  • Right-sizing tooling vs. off-the-shelf platforms
  • Golden paths & paved-road engineering
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Site Reliability Evolution

SRE isn't a role — it's a practice. We help teams build the observability and reliability culture that lets them move fast without breaking things on a Friday afternoon.

  • Observability strategy (logs, metrics, traces)
  • Service level indicators & objectives (SLIs/SLOs)
  • Error budget policy & burn-rate alerting
  • Incident management & postmortem culture
⚖️

Build vs. Buy Guidance

Rigorous analysis of make-or-buy decisions before the team is already halfway through a custom implementation — or locked into a vendor contract.

  • Total cost of ownership modeling
  • Vendor evaluation & due diligence
  • Strategic fit vs. commodity analysis
  • Integration risk assessment

Where does AI actually fit in your stack?

We cut through the hype to match the right tools to the right problems — from orchestration frameworks to model-level choices and agentic runtimes.

LLM Orchestration & Agents

Choosing between frameworks matters. LangChain enables rapid prototyping of retrieval-augmented pipelines. LangGraph adds stateful, conditional agent graphs for multi-step reasoning. LangSmith closes the loop with tracing, evaluation, and dataset management so you can actually trust what you've shipped.

LangChain LangGraph LangSmith

Model Selection & Fit

Frontier API vs. fine-tuned open weights vs. on-device inference — each has a legitimate use case. We help you avoid paying frontier prices for jobs a smaller model handles just as well, and identify where raw capability is actually required.

OpenAI Anthropic Local / OSS Fine-tuning

Observability & Governance

AI in production needs the same rigor as any other critical path. Evaluation datasets, prompt regression testing, cost monitoring, and safety guardrails aren't optional — they're what separates a demo from a product.

LangSmith Evals Guardrails Cost tracking

Fast to start. Easy to scope.

No long on-boarding, no SOW negotiations in week one. We move at the speed your team needs.

1

Reach Out

Send us a note at nil@nilproductions.com describing what's stuck or what decision is looming. We'll schedule a short conversation.

2

Scope Together

We'll shape a focused engagement — a single decision, a sprint of advisory sessions, or ongoing fractional leadership. We match the format to the problem.

3

Work & Deliver

Concrete outputs: decision frameworks, architecture documents, vendor scorecards, roadmap reviews. Opinions you can act on, not slide decks you'll archive.

4

Adjust & Continue

Engagements flex as your needs change. Pause, extend, or shift focus. We're here for the long relationship, not just the next invoice.

Things we've built.

Strategy is only half the story — we also ship.

Ready to un-stuck a decision?

Drop us a note and we'll set up a 25 minute conversation. No pitch deck, no commitment — just a direct discussion about what you're trying to figure out.

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