Consulting

Consulting

Senior engineering that ships—architecture, AI/ML, and platform.

Services · How we work · Engagements · Selected work · FAQ · Contact


What we do

Sentaxis partners with teams to design, build, and stabilize complex systems. We focus on AI/ML systems, application & data architecture, and platform/infra—with clear scopes, measurable outcomes, and a clean hand-off.

Services

AI / ML Systems

  • Model integration, evaluation harnesses, and experiment tracking
  • Inference performance & cost tuning (batching, caching, quantization)
  • Data pipelines & feature stores; reproducible training
  • Safety, observability, and rollout strategies for generative systems

Architecture & Applications

  • Service & API design, eventing, storage choices and tradeoffs
  • Scalability, reliability, and performance reviews (latency, throughput, SLOs)
  • Developer experience: build/test/release, monorepos, code quality

Platform / Infra

  • Containerization, orchestration, and CI/CD (Docker/K8s/GitHub Actions)
  • Observability: logs, metrics, traces, dashboards, and alerting
  • Secrets, backups, and disaster recovery planning

Security & Privacy

  • Threat-aware designs, least-privilege, and data-retention reviews
  • Privacy by design—local-first patterns where feasible

How we work

  • Clarify scope: goals, constraints, and success metrics agreed up front.
  • Establish baselines: measure current state; pick the fastest path to impact.
  • Iterate with proof: short cycles, demos, and numbers—no hand-wavy progress.
  • Document & hand off: design notes, diagrams, and runbooks you can keep.

Engagement models

  • Advisory retainer: recurring guidance, reviews, and unblockers.
  • Delivery sprints: fixed-scope builds with milestones and acceptance criteria.
  • Architecture review: deep dive with risks, recommendations, and an action plan.
  • Embedded engineer: senior contributor integrated with your team.

What you get

  • Written recommendations with tradeoffs and a prioritized plan
  • Code, IaC, and pipelines in your repos (you own the IP)
  • Dashboards/SLOs where relevant; a clear path to next steps

Selected work (anonymized)

  • Low-latency inference: cut median latency 48% and cost/request 35% via batching, caching, and model routing.
  • Platform hardening: SSO, secrets, backups, and observability rollout for a multi-service product.
  • AI training server: GPU drivers/containers, artifact caching, and reproducible pipelines.

FAQ

How do we start?
We begin with a short call to define scope and outcomes. If it’s a fit, we propose either a sprint or advisory retainer.

Who owns the work?
You do. Code, IaC, and docs land in your repositories with appropriate licenses.

Will you work with our stack?
Yes. We adapt to your languages, cloud, and tooling; we’ll suggest upgrades only where they pay off.

Can you collaborate with our security/compliance team?
Absolutely—privacy and security are first-order concerns in our designs.


Contact

Tell us briefly what you’re building and your timeline.

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