AI-native technical due diligence

Most technical risks are invisible until they are expensive. We find them first.

Your architecture has an opinion. Are you listening?

We use AI-assisted analysis to map your technology ecosystem, including codebases, architecture, infrastructure, delivery practices, and team capabilities. In two weeks, you receive an evidence-backed readiness assessment built for strategic decision-making.


Book a strategy call

The problem

Technology decisions made without evidence can cost millions and delay growth

Most technology leaders know where some of their problems are. What they often lack is a complete view of how architecture, technical debt, infrastructure, delivery practices, and team capabilities affect one another. Without that visibility, risks remain hidden, investments are difficult to prioritize, and critical decisions rely too heavily on assumptions.
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1
The impact of technical debt is unclear
Technical debt is rarely quantified, making it difficult to prioritize. Left unresolved, it can restrict growth and cost 3–5X more to fix once critical.
2
Rebuilding vs. improvement decisions have significant risk
The wrong decision can increase costs, disrupt roadmaps, and delay growth.
3
Business and technology priorities are misalignment
Without shared evidence, technical trade-offs are harder to explain and investments harder to justify.
4
AI adoption is uneven across the SDLC
Many organizations are experimenting with AI, but inconsistent adoption and governance limit productivity gains.

How it works

AI-powered clarity in two weeks
 
TDD Scorecard-7
 
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System mapping

AI-assisted analysis catalogs repositories, services, dependencies, and infrastructure components to build a complete view of the technology ecosystem before the strategic assessment begins.
Repo analysis | Dependency mapping | Infra scan
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8-dimension assessment

Eight specialist AI agents run in parallel across architecture, debt, infrastructure, velocity, org signals, AI in SDLC, capability, and security. Each score is supported by evidence and reviewed in the context of your business priorities and growth stage.
8 agents | Parallel analysis | Evidence-backed
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Strategic readiness report

A scored readiness report with roadmap, investment priorities, and ROI model. It is structured to support executive discussions, board reviews, and budget planning.
Score card | Roadmap | ROI model
What we assess

Eight dimensions. One integrated view.

Each dimension is assessed independently and then combined into a weighted readiness score aligned with your company’s growth stage. A scaling Series A company, for example, will have different technology priorities from a pre-IPO or enterprise organization.

 

 

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Architecture

Coupling hotspots, service independence, deployment blast radius, and onboarding friction signals.

 

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Tech debt

Debt heat maps by service, sprint capacity drain, untouchable systems, and refactor trigger frequency.
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Infrastructure

Capacity headroom, auto-scaling policy gaps, circuit breaker coverage, and runbook completeness.
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 Velocity

Deployment frequency trends, PR-to-production lead time, test suite reliability, and release confidence.
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Org signals

Bus factor analysis from commit patterns, leadership alignment, and 12-month roadmap execution confidence.

 

AI-4

AI in SDLC

Adoption depth across the development lifecycle, governance of AI-generated code, and velocity impact.

 

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Team capability

Skills-to-roadmap alignment, learning culture maturity, and technology adaptation speed.

 

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Security

Secure SDLC maturity, audit cadence, and third-party supply chain risk management.

 

The output

A readiness score your leadership team can act on.

Your System Confidence Score provides a weighted view of readiness across all eight dimensions. A single number, with the evidence to back it up and a clear roadmap for what to fix first.

what you receive
What you receive

Strategic clarity, backed by evidence.

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System Confidence Score
A weighted 0–10 readiness score across eight dimensions, aligned with your growth stage and benchmarked where comparable data is available.
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Roadmap impact analysis
A clear view of the technology constraints affecting scale, delivery, customer experience, and business continuity.
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Investment prioritization
Technology investments prioritized by impact, cost, dependencies, and potential ROI.
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Risk-adjusted scaling timeline
Realistic scaling scenarios with key assumptions, dependencies, and confidence ranges.
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Team capacity plan
The capabilities and engineering capacity needed to deliver your roadmap, based on system complexity, code ownership, and planned initiatives.
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Executive alignment deck
A clear business case for technology investment, designed for executive discussions, board presentations, and budget planning.
Success stories

What we find in the real world.

 

Residential services Product development Public sector

Platform modernization before a scaling push

A leading residential cleaning services company needed to modernize its technology ecosystem before entering new markets. Leadership required a clearer view of the systems, dependencies, and investments most critical to its expansion plans.


Frame (21)Impact
  • 12 technical blockers identified and prioritized.
  • Modernization roadmap delivered with AI integration strategy.
  • • Investment sequenced across 3 phases with expected ROI per phase.

 

multi-industry conglomerate

Pre-delivery gap analysis

Before committing to a major delivery date, the company wanted an independent assessment of whether gaps in requirements, testing, or architecture could affect the release.


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  • Identified critical gaps before delivery.
  • Enabled real-time communication between buyers and sellers
  • Team gained delivery confidence with clear prioritization of remaining work.

 

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360° assessment of student enrollment platform

Leadership needed an objective assessment of a large, public-facing application ecosystem supporting student enrollment across hundreds of schools.


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  • Mapped 200+ findings across 10 architecture dimensions.

  • Identified priority risks and modernization opportunities.

  • • Established a data-informed framework for future technology investments.

 

Digitizing global trade
Who can benefit

Built for the people making the call.

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CTO / VP Engineering
Planning for scale

You need greater confidence in the expected return from platform modernization, expansion, or a significant engineering investment before committing budget.

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Founder / CEO
Committing capital to growth

In complex networks, performance often depends on how well exceptions are managed. Autonomous order orchestration shifts the model from reacting to disruptions to executing with consistency. Every order, promise, and fulfillment decision is aligned, controlled, and reliable across the enterprise.

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Product / Engineering leader
Aligning teams around the right priorities

Decisions are only as strong as the visibility behind them and the speed at which they can be acted upon. With real-time intelligence across your supply chain execution platform, leaders can anticipate risks, act early, and steer the business with clarity—not hindsight.

 

Free self-assessment

See where your technology stands in six minutes.

Take the AI-Native Tech Readiness Self-Assessment featuring 24 questions across all eight dimensions. You will receive a scored report with a concise, AI-generated executive analysis. No sign-up is required. The self-assessment provides an initial view based on your responses. The full engagement goes deeper by analyzing evidence from your codebases, architecture, infrastructure, delivery environment, and organizational practices.

  Book a strategy call

 

 

8 dimensions scored

Benchmarked to your stage

AI executive analysis

Full strategic deep-dive

Make your next technology decision with evidence.

Before committing to a modernization program, scaling initiative, or major technology investment, get a clear view of what your systems can support and where intervention is needed.

Book a free 30-minute strategy call to discuss your architecture, growth plans, and potential risks. will leave with at least one insight you did not have before.

Start free assessment

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