Context Acceleration Program²

Understand your systems before you change them

CAP deploys AI agents to map architecture, surface risks, and document the knowledge trapped in your codebase. Read-only. Non-intrusive. Delivered in weeks, not months.

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01 — The Problem

Your biggest risk is what you don't see

Large codebases no one fully understands. Hidden business logic. Outdated documentation. Knowledge that lives in people's heads. These aren't minor inconveniences — they're the reason migrations stall, onboarding takes months, and every change carries unquantified risk.

02 — Approach

AI agents supervised by senior engineers

CAP combines autonomous AI analysis with senior engineering oversight. Agents scan your codebase, map dependencies, and surface findings. Engineers validate, contextualize, and structure the output into actionable intelligence.

Everything is read-only. No production access. Your data stays in-house. A typical CAP Sprint delivers a structured system understanding in two weeks.

The analysis keeps working after we leave. We build tailored AI agents that use your codebase as context to produce exactly the outputs you need — from living documentation to decision support.

03 — Capabilities

What CAP analyzes

AI agents analyze your codebase to produce system diagrams, service topology, and dependency maps. You get a clear picture of how everything connects — without interviewing a single engineer.

Surface technical debt, complexity hotspots, and fragile integration points. Every finding is classified by severity so your team can prioritize what actually matters.

Implicit rules buried in code become explicit, documented knowledge. CAP extracts the business logic that lives in people's heads and makes it available to everyone.

Document every API contract, data flow, and external dependency. Understand exactly what talks to what, how data moves through your system, and where the boundaries are.

Assess access controls, secrets management, data protection mechanisms, and regulatory exposure. Get a clear view of your compliance posture across GDPR, EU AI Act, and more.

Architecture Mapping

AI agents analyze your codebase to produce system diagrams, service topology, and dependency maps. You get a clear picture of how everything connects — without interviewing a single engineer.

04 — Outcomes

What you get

Structured system documentation — architecture, dependencies, data flows, and integration points in one place.
Prioritized risk assessment — every finding classified as red, yellow, or green with remediation guidance.
Stakeholder-ready reports — technical deep-dives for engineers, investment summaries for decision-makers, and analyst briefs for associates.
Faster onboarding — new team members get productive in days instead of months.
Confidence before change — migrate, refactor, or modernize knowing exactly what you are working with.

05 — Use Cases

When to use CAP

Know exactly what you have before you move it. CAP maps dependencies and integration points so migrations are scoped accurately and nothing gets left behind.

Get a structured technical assessment in weeks, not months. Investors and acquirers receive clear risk profiles, scalability analysis, and go/no-go recommendations.

Replace months of tribal knowledge transfer with structured documentation. New engineers and external consultants become productive immediately.

You cannot automate what you do not understand. CAP gives your systems the structured context that AI tools need to be effective.

Before a Migration

Know exactly what you have before you move it. CAP maps dependencies and integration points so migrations are scoped accurately and nothing gets left behind.

06 — Get Started

Start with a two-week pilot

A CAP Sprint gives you a structured understanding of your system in two weeks. No long-term commitment. No production access. Just clarity about what you have and what it will take to change it.

We work with enterprises facing migrations, acquisitions, outsourcing decisions, and AI transformation. If your team is about to make a significant technical decision, CAP gives you the context to make it well.

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CAP is provided and powered byPlayground Group

Playground Group is a Stockholm-based technology holding company helping organizations move faster, operate smarter, and accelerate confidently through cloud consulting, software development, data & ML, and cybersecurity solutions.

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