MServices

Six practices. One accountable partner.

From AI innovation to cloud operations — senior teams that engage where it counts, and stay until outcomes ship.

01Practice

AI & Data Innovation

We build the AI stack that holds up in production — not demos. Our AI practice pairs ML engineers, data engineers, and product designers on problems that genuinely require generative and predictive models.

LLM Applications

RAG pipelines, evaluation harnesses, prompt governance, and cost-aware orchestration for production workloads.

Agentic Systems

Multi-tool agents with memory, long-horizon planning, and safety rails tuned to your domain.

Data Platforms

Modern data stacks on Snowflake, Databricks, BigQuery. dbt semantic layer. Governance baked in.

Business Intelligence

Semantic models, self-service analytics, and executive dashboards that people actually use.

ML Ops

Model lifecycle — training, evaluation, deployment, drift, and observability on SageMaker, Vertex, or Azure ML.

Predictive Modeling

Forecasting, churn, risk scoring, and recommendation systems with the rigor your auditors require.

Technologies & platforms
OpenAIAnthropicSnowflakeDatabricksdbtAirflowLangChainPineconeWeaviateVertex AISageMakerMLflow
02Practice

Software Engineering

Full-lifecycle product engineering delivered by senior teams. Zero-to-one platforms, modernization of legacy estates, and the unglamorous work of paying down a decade of technical debt — all shipped on a sprint cadence your board can track.

SaaS Product Development

Multi-tenant platforms with billing, identity, and observability built in from day one.

Web & Mobile

React, Next.js, React Native, Swift, Kotlin. Native-quality apps and production-grade web.

Custom Enterprise Software

Line-of-business systems that replace decades of spreadsheets, ServiceNow forms, and Access databases.

APIs & Platforms

GraphQL, REST, gRPC. Event-driven architectures on Kafka, Pulsar, and managed streaming.

QA & Automation

SDET teams, Playwright/Cypress pipelines, and contract testing so releases stop being scary.

DevOps & Release Engineering

CI/CD, infra-as-code, progressive delivery with feature flags and canary deployments.

Technologies & platforms
TypeScriptGoPythonJavaKotlinSwiftReactNext.jsNodePostgresKubernetesKafka
03Practice

Advisory & Strategy

Senior strategists embedded with your leadership — from digital roadmaps to M&A technical due diligence. We deliver crisp written artifacts your executive team can act on, not slideware.

Digital Transformation Strategy

Multi-year roadmaps with sequencing, dependencies, capex/opex, and a narrative your CEO can tell the board.

Technology Due Diligence

Buy-side and sell-side technical diligence. Architecture, team, security, and code quality — with a risk-rated report you can act on.

Product Discovery

Structured sprints that produce a signed business case, measurable success criteria, and a delivery plan.

CTO-as-a-Service

Fractional CTO leadership for scale-ups — hiring, architecture, and board-grade reporting.

Architecture Review

Written, opinionated reviews of your current stack — what's safe, what's risky, and what must change.

Portfolio Rationalization

For CIOs facing application sprawl. We map, score, and recommend a consolidation plan.

Technologies & platforms
Wardley MappingTOGAFArchitecture Decision RecordsEvent StormingJobs-to-be-DoneC4 Models
04Practice

Cloud & Infrastructure

Cloud-native architecture, migration, and 24×7 operations across AWS, Azure, and GCP. We don't just lift-and-shift — we modernize on the way, with FinOps baked in.

Cloud Migration

Strangler-fig migrations off on-prem and co-lo. Zero-downtime cutovers. Honest TCO models.

Kubernetes Platforms

EKS, AKS, GKE — with service mesh, policy-as-code, and developer self-service built in.

Site Reliability Engineering

SLI/SLO programs, error budgets, and the cultural work of making reliability measurable.

Infrastructure-as-Code

Terraform, Pulumi, CDK. Everything reproducible. Every change peer-reviewed.

FinOps

Cost visibility, showback, anomaly detection, and the discipline that turns cloud bills into predictable capex.

Multi-cloud & Hybrid

Pragmatic multi-cloud where compliance or resilience requires it — not because a vendor said so.

Technologies & platforms
AWSAzureGCPKubernetesTerraformIstioPrometheusGrafanaDatadogLinkerd
05Practice

Cybersecurity

Defense-in-depth programs delivered by practitioners who have run security functions at scale. Compliance readiness, adversarial testing, and the architecture work that prevents the next breach.

Security Architecture

Threat modeling, zero-trust design, and architecture reviews for regulated workloads.

Compliance Readiness

SOC 2, ISO 27001, HIPAA, PCI-DSS — evidence automation that survives the next audit.

Penetration Testing

Web, mobile, API, cloud infrastructure, and social-engineering engagements grounded in OWASP and PTES methodology.

Identity & Access

Okta, Azure AD, Auth0 deployments with lifecycle automation and just-in-time privilege.

Application Security

SAST, DAST, SCA integrated into CI. Security champions programs. Secure-by-default templates.

Managed Detection & Response

24×7 SOC as a service — alerting, triage, and incident response tuned to your environment.

Technologies & platforms
OktaCrowdStrikeWizSnykSemgrepVantaDrataSplunkDatadog Security
06Practice

Experience Design

Research-led product design that earns retention. We build the system, the prototype, and the motion language — then engineer them at production quality.

Product Design & Research

Generative and evaluative research, service blueprints, and the interaction craft that ties it together.

Design Systems

Multi-brand, multi-platform systems with tokens, Figma libraries, and the engineering partnership to keep them true.

Service Design

End-to-end journey design across digital and human touchpoints — for regulated industries where consistency matters.

Brand & Marketing

Brand systems, marketing sites, and campaigns that carry the same rigor as the product.

Accessibility

WCAG 2.2 AA as a floor, not a ceiling. Accessibility specialists embedded in every delivery.

Motion & Interaction

Purposeful motion that communicates state and intent — on the web, in apps, and in embedded systems.

Technologies & platforms
FigmaFramerStorybookChromaticMazeLyssnaAxeLottie

Ready to scope a real engagement?

A structured discovery sprint — two weeks, fixed price, executive-grade plan at the end.