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AWS Premier Partner · AK Way PODs

AI raised the ceiling on what engineering teams can ship.|Most enterprises haven't raised the floor.

Engineering capacity is no longer the constraint. The constraint is whether your team is shipping with the discipline that makes AI useful instead of dangerous. Armakuni PODs are 12-week fixed engagements where we embed AK Way practices into your team and leave the IP behind.

Pods are not staff augmentation. They are product engineering on contract.

Trusted by teams shipping on AWS

Hyundai Glovis logo Pixis logo GORUCK logo Sweet Analytics logo Red Bull logo Gavel logo CarSaver logo Newton logo Reven AI logo SolvPath logo Virgil logo Ryno Strategic Solutions logo Hyundai Glovis logo Pixis logo GORUCK logo Sweet Analytics logo Red Bull logo Gavel logo CarSaver logo Newton logo Reven AI logo SolvPath logo Virgil logo Ryno Strategic Solutions logo
The Core Insight

AI agents inside undisciplined teams|don't make the team faster. They make the chaos faster.

Most enterprises plug AI into the same engineering practices that produced the technical debt they're trying to escape. The result: more code, more incidents, more outages. AK Way PODs ship the practices first, the AI second.

4.2x
Deploy Frequency Lift

Median deploy frequency from baseline to exit across recent POD engagements. DORA-tracked, sprint-by-sprint.

Armakuni POD outcomes
12wk
Fixed-Scope Engagement

PODs run for 12 weeks. Fixed scope. Fixed price. Fixed handover. No staff-augmentation drift.

POD engagement model
100%
IP Transfer at Exit

Code, runbooks, observability dashboards, AK Way playbook. Everything stays with your team when the POD leaves.

Handover contract
The Reframe

Most consultancies sell engineering capacity.|We sell engineering discipline.

AK Way PODs ship the five engineering practices that make AI agents safe to deploy: Quality Gates, Clean Architecture, Observability, Boundary Controls, DORA Metrics. Your team learns them by working alongside ours.

The POD is infrastructure you keep. AK Way playbook, observability dashboards, IaC, runbooks, post-mortem templates, on-call rotation. Deployed into your repos under your governance. When the engagement ends, your team has the practices, the tools, and the muscle memory.

The AK Way

Five engineering practices.|Each maps to a measurable shift in delivery metrics.

AK Way is the methodology that determines whether AI makes your team genuinely faster or just generate more code for your team to debug. PODs ship the practices first, then add AI on top.

Automated quality gates
Clean architecture
Observability
Boundary controls
DORA metrics
Practice 01

Automated Quality Gates

AI agents generate code at speed. Without test-first gating, that speed produces untested artifacts your team inherits as risk. Every AI-generated function must pass a test contract before it reaches a branch. The test exists before the code does.

Practice 02

Clean Architecture

Your legacy systems weren't designed for agents to operate on. Clean architecture maps the environment so agents operate within defined scopes. Your team stops discovering surprise dependencies in production.

Practice 03

Observability

Agents that operate without traces are agents your team can't debug. Observability instruments every action across every agent in the pipeline. When something breaks, the trace shows exactly what happened.

Practice 04

Agentic Boundary Controls

Ungoverned agents with production access are the single biggest risk in agentic delivery. Boundary controls enforce bounded authority, audit trails, and human approval gates.

Practice 05

DORA Metrics

Without measurement, you can't tell improvement from activity. DORA metrics baseline your team's delivery performance on day one and track it continuously. PODs are accountable to the numbers.

What Runs Inside the POD

Six AWS services do the heavy lifting. Your team learns the ones they didn't already know on the way in.

The POD wires AWS primitives you are already paying for into a single governed flow. No new runtime. No new vendor. The IP transfer happens because your engineers learn by building alongside ours.

Bedrock AgentCore
Bedrock AgentCore

Runs every code-author, test-author, and review agent. Scoped per task, logged per invocation.

Claude · Q Developer
Q Developer
Q Developer

IDE-resident AI pair-programmer wired to your codebase, your patterns, your security policies.

IDE-native · Per-PR review
Kiro Agent
Kiro Agent

Long-running task agent for refactors, migrations, and bulk-edit work. Step Functions orchestrated.

Long-running tasks
Bedrock Guardrails
Bedrock Guardrails

PII filters, secret detection, prompt-injection blocking on every model call. Policy, not prayer.

OWASP ASI01 / ASI06
CloudWatch + X-Ray
CloudWatch + X-Ray

Every agent decision and tool call streamed to one log group. Query the chain of custody in seconds.

Full trace per PR
IAM + SCPs + Control Tower
IAM + SCPs + Control Tower

Least-privilege per agent, SCPs at the OU level, Control Tower baseline everywhere.

OWASP ASI02 / ASI03
The entire team is great at understanding what I'm looking for and at communicating challenges so we can work out a good solution. If I provide a technical requirement, I know it will get done. I'm not seeing any loose ends. That's a wonderful relief for me knowing that I can trust you guys to get the job done well. It's due to Armakuni's competence that Rob and I are looking forward to Phase 2.
Dani Amsalem · Growth Engineer, SignUpGenius · SignUpGenius
What customers say

Engineering discipline applied across every offering.

Here's what it built.

Comic Relief
Modernization
Live BBC donation platform.

Armakuni was a game-changer for Comic Relief; they built us a new donation platform, on time and on budget while also helping us break the GBP 100 million mark for the first time.
HSBC
Cloud Native Delivery
Global banking, delivered cloud-native at scale.

HSBC adopted cloud-native delivery through the AK Way. Automated pipelines, continuous testing, and engineering discipline applied at global-bank scale.
JPMorgan Chase
Enterprise Banking
Global investment and commercial banking on AWS.

JPMorgan Chase is one of five of the world's largest financial institutions Armakuni has delivered AWS engineering work for. Proof the AK Way holds at systemically important scale.
Red Bull
Media & Entertainment
Global sports and media brand, engineered for scale.

Red Bull is part of Armakuni's media and entertainment portfolio. Proof the AK Way extends beyond financial services into global consumer brands.
Ryno Strategic Solutions
AI Transformation
Home services marketing intelligence, built on AWS.

Ryno's internal team had already tried and failed to reach production quality on AI call analysis. Armakuni's PoC was production-ready in under two weeks of a four-week window.
Santander
Engineering Transformation
Global retail and commercial banking, engineered the AK Way.

Santander transformed its engineering teams through "The Engineering Way." Everything as code, automated testing, and a high-velocity cloud-native delivery force built on the AK Way.
Hyundai Glovis
Pods
Real-time vehicle-tracking platform for finished-vehicle logistics.

45% increase in on-time vehicle deliveries, replacing a reactive model where delays were only discovered after they'd already cost the customer.
The Payoff · POD Engagement Timeline

Twelve weeks. Fixed scope. DORA metrics moving from week one.

Median outcomes across recent POD engagements where teams ran the AK Way practices and the orchestration layer was deployed in their AWS account.

Week 1
Baseline measured
DORA metrics + observability instrumented
Week 4
AK Way practices live
Quality gates, clean architecture, boundaries
Week 8
Agents in PR review
Q Developer + Kiro shipping inside the POD
Week 12
IP transferred
Repo, runbooks, dashboards, playbook
What PODs Build

Two AK Way solutions inside every POD.|Customised to your codebase.

AI-assisted product delivery · 12 weeks

AI Build System

A POD-deployed agentic build system that lives in your repos. Q Developer for IDE-resident pairing, Kiro for long-running refactors, Bedrock for code-review automation. Every PR carries an audit trail.

Output: a working AI build system inside your AWS account, with your engineers operating it.

Compass scan: codebase assessment across 5 layers

What AI Build System delivers

Inside your repos. Q Developer wired to your patterns, your security policies, your code-review checklist.
Long-running tasks supported. Kiro handles bulk refactors, migrations, dependency upgrades. Step Functions keeps the runtime auditable.
AK Way enforced. Quality gates, clean architecture boundaries, observability instrumentation. The system can't bypass them.
Architecture + AI code review · 12 weeks

Architecture & AI Code Reviewer

A second-agent review layer. Every AI-authored diff passes a Bedrock-powered architectural review for OWASP Agentic Top 10 compliance, then routes to a human reviewer with the analysis attached.

Output: 2.74x fewer CVEs in AI-authored code than human-only review catches.

Evolve: governed agentic modernization with orchestration layer

What Architecture & AI Code Reviewer delivers

OWASP Agentic Top 10 controls. Excessive Authority, Agent Hijacking, Cascading Hallucinations, Memory Poisoning, Tool Misuse mapped to specific reviewer rules.
Two agents per PR. Author agent and reviewer agent. Different prompts, different models, different rule-sets.
Human-in-the-loop preserved. The reviewer doesn't replace the human approver. It accelerates them with structured analysis.
Workshops · Try the POD pattern first

Two workshops, half-day each.|See AK Way and the AI Code Reviewer in action.

AI Agents + AK Way workshop
AI Agents + AK Way

Half-day hands-on workshop where your engineers build a Q Developer agent against your real codebase, instrument it with AK Way observability, and ship it through the quality gates. Walk away with a working pattern and the AK Way playbook.

Half dayFree
HALF DAYFREEHANDS-ON
Security for product teams
Security for Product Teams in the AI Era

Half-day workshop on the OWASP Agentic Top 10 applied to product engineering. Bring an existing AI feature you've shipped or are planning to ship. Walk away with a security review and a remediation plan.

Half dayFree
HALF DAYFREESECURITY REVIEW INCLUDED
Recent Results

How POD engagements landed in real codebases.|Three engagements. Specific outcomes.

More customer stories →
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AWS Premier Tier Services Partner

Named on the SOW. Specialized where it matters.

Active AWS competencies and service-delivery designations behind modernization work.

AWS
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AI Services
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Well-Arch.
Partner
EKS
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Lambda
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+30 more
Migration and Modernization DevOps Consulting Competency Amazon EKS Delivery AWS Lambda Delivery AWS CloudFormation Delivery
Common questions

What CIOs ask before booking a Discovery Sprint.

How long is a typical engagement?
Compass is two to three weeks at a fixed fee, scoped on portfolio size. Evolve is eight to twelve weeks at fixed scope per workload. Most customers run Compass standalone first, commit to Evolve once the roadmap is in hand.
What does the team shape look like?
Evolve runs as a five-to-seven-person pod: solution architect, two senior engineers, an AI/agent specialist, and an AK Way practice owner. Sized to your codebase complexity, not bench utilization.
Do we need to already be on AWS?
No. Compass runs against any cloud or on-premise stack. Evolve targets AWS for the agentic orchestration layer (Bedrock, Step Functions, IAM, CloudWatch), but the assessment itself is cloud-agnostic.
How does pricing work?
Compass is fixed fee, scoped on portfolio size. Evolve is fixed scope per workload, MAP-eligible. AWS Migration Acceleration Program funding typically offsets a meaningful share of engagement cost.
What does success look like?
Median outcomes across recent Evolve engagements: 60 percent faster deployment by week four, two-point-one million dollars in first-year savings by week eight, four-point-two times deploy frequency by exit. Tracked against your baseline DORA metrics from day one.
Discovery

Show us the product.|We'll show you what a POD does to your DORA metrics.

Two-week scoped Discovery: we baseline your DORA metrics, audit the engineering practices, and propose the POD shape. Fixed fee. The output is a 12-week POD plan with measurable targets.

For your CTO/COO
Book a Discovery Sprint →
For your engineering lead
Contact us →

Your first conversation is with the solution architect who would run the engagement.