Engineering Assessment & Modernization

Modernize the systems your business depends on

DeepSentient helps growing companies assess and modernize cloud infrastructure, engineering workflows, observability, security, and technical operations — without disrupting production.

Book a modernization assessment View sample assessment
✓ Read-only access
✓ No production changes
✓ NDA available
Access Required
Read-only
Configuration metadata only. No write access, ever.
Findings
Human-reviewed
Every finding labeled by evidence and confidence.
Assessment Delivery
5 days
Executive report, risk register & 90-day roadmap.
Challenges We Solve

Sound familiar?

Growing companies run serious systems without a dedicated DevOps, SRE, or platform team. The same pressures show up again and again.

"Our cloud bill keeps rising and nobody owns it."

A read-only assessment maps exactly where spend goes, what's idle or oversized, and which savings are worth the effort — with evidence, not guesswork.

"Deployments are manual, slow, and a little scary."

We review your CI/CD and release workflows, find the friction and the missing rollback paths, and prioritize the fixes that make shipping boring again.

"We have engineers, but no one dedicated to infrastructure."

We act as the platform team you don't have yet — assessing security, reliability, and operations, then implementing the improvements you approve.

"We want to use AI, but our infrastructure isn't ready."

AI only performs as well as the systems beneath it. We modernize the foundation first, then build practical AI and automation on top of it.

What We Do

Three clear service paths

Most engagements start with an assessment — a low-risk, read-only look at the systems your business runs on. Implementation and AI come after, on your terms.

Start here

Engineering Assessment

Read-only analysis of infrastructure, security, cost, reliability, and operational maturity. Evidence-labeled findings, a prioritized 90-day roadmap, and a human-reviewed report — delivered in five business days.

Assess Explore the assessment →

Modernization Implementation

Execution of approved infrastructure, DevOps, automation, observability, and security improvements — scoped from the assessment roadmap, built without disrupting production.

Build How implementation follows →

AI and Intelligent Systems

Practical AI, ML, data, and workflow automation designed around real business and engineering needs — built on a foundation that can actually support it.

Extend Discuss an AI project →
The First Engagement

A read-only assessment of the systems you run on.

One AWS account, five business days, no production changes. You get an executive summary, an evidence-labeled risk register, and a prioritized 90-day modernization roadmap — then decide what to implement.

Book a modernization assessment
  • ✓
    Read-only, metadata-only collectionA transparent read-only AWS role or approved inventory files. No secrets, no customer data.
  • ✓
    Cost, security & reliability findingsSpend waste, misconfigurations, permissions, and single points of failure.
  • ✓
    Observability & CI/CD reviewAlerting coverage, monitoring blind spots, deployment friction, and rollback gaps.
  • ✓
    Evidence-labeled, human-reviewed reportEvery finding marked Confirmed, Likely, or Needs Validation — reviewed by an engineer.
  • ✓
    Implementation after approvalWe don't stop at the report — we can execute the roadmap you approve.
How Engagement Works

Simple process.
Real results.

We keep things clear and low-friction. You'll know exactly what you're getting — and when — before we start.

1

Discovery Call

A 30-minute conversation to understand your goals, constraints, and data. No sales pressure — just an honest assessment of whether and how we can help.

Free & no-commitment
2

Scoped Proposal

We send a clear proposal with defined deliverables, timeline, and cost. Fixed-price or time-and-materials — you choose what fits your needs.

Clear deliverables upfront
3

Build & Iterate

We build, share progress weekly, and iterate based on your feedback. You retain ownership of your systems, data, and customer-specific deliverables, subject to the engagement agreement.

Weekly updates
About DeepSentient

Research depth.
Engineering rigor.

DeepSentient combines engineering expertise, automation, structured analysis, and human judgment — applied to the systems your business actually runs on.

Ph.D.-Level Expertise

Deep academic grounding in ML theory applied to practical business problems — not just API wrappers.

Full-Stack Coverage

Cloud, DevOps, security, cost, observability, data, and AI/ML — reviewed as one connected system.

End-to-End Capability

From assessment findings all the way to implemented, monitored production improvements.

Flexible Engagement

Project-based, retainer, or audit — we work the way your business needs us to.

5 days

Assessment delivery

8

Assessment areas covered

100%

Your systems & data stay yours

What working with us looks like

  • Clear scope before we start Defined deliverables, timeline, and cost — no open-ended billing.
  • Weekly progress, not black boxes You see working results and direction every week.
  • You retain ownership of your systems & data Customer-specific deliverables are yours, subject to the engagement agreement.
  • Direct access to senior engineers You work with the people doing the analysis — not account managers.
Start with a free call →
Technology

Built with the right tools

We use best-in-class open-source and cloud-native tools — selecting the right stack for your problem, not the most fashionable one.

Docker Docker Containerize models and services for consistent, reproducible deployments anywhere.
Gradio Gradio Spin up interactive ML demos in minutes — great for stakeholder buy-in and rapid PoC testing.
Kubernetes Kubernetes Orchestrate large-scale model serving with auto-scaling, rolling updates, and high availability.
AWS SageMaker AWS SageMaker Managed ML platform for training, hosting, and monitoring models at scale on AWS.
Hugging Face Hugging Face State-of-the-art pre-trained transformers for NLP, vision, and multimodal tasks — fine-tuned to your data.
PyTorch PyTorch Flexible deep learning framework powering custom architectures and research-grade models.
fast.ai fast.ai High-level API over PyTorch — accelerates iteration and delivers strong baselines quickly.
JAX JAX Google's high-performance numerical computing library — excellent for custom ML research and XLA acceleration.
Keras Keras Clean, accessible deep learning API for rapid prototyping and production-grade model building.
Weights & Biases W&B Experiment tracking and model registry — every run is reproducible, every result is explainable.
Streamlit Streamlit Build internal ML apps and dashboards that non-technical stakeholders can actually use.
TensorFlow TensorFlow Battle-tested ML platform with strong production and mobile deployment support.
How We Earn Trust

Built for trust before access is granted

Our assessment process is designed to establish trust before access is granted — without fabricated logos, borrowed case studies, or unsupported claims.

Read-only access

A transparent read-only AWS role you can review before deploying. No write access, ever.

Metadata-only collection

Configuration metadata only — no secret values, application data, database contents, PHI, or PII.

No production changes

The assessment observes; it never modifies. Your systems run exactly as they did before.

Human-reviewed findings

Every finding is reviewed by an engineer before it reaches you — nothing ships as raw automated output.

Evidence & confidence labels

Findings are marked Confirmed, Likely, or Needs Validation — so you know what's verified fact.

Prioritized implementation roadmap

A 90-day plan ranked by risk, effort, and impact — actionable whether or not we implement it.

Know what to fix before you start changing things

Get a clear, evidence-backed view of your infrastructure, risks, costs, and modernization priorities — without granting write access or disrupting production.

Book a modernization assessment View sample assessment
Get in Touch

Tell us about your systems

General questions, AI projects, or anything else — we'll respond within one business day. Looking for the infrastructure assessment? Request it directly here.

  • ✓ Free 30-minute discovery call
  • ✓ No retainer or commitment required
  • ✓ Honest assessment of fit
  • ✓ NDA available on request

Prefer email? info@deepsentient.io

We will review your request and respond with fit, scope, and next steps.

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