MUDRA KNIGHT
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Forward-Deployed AI Engineering

Your board wants production AI. Here's how to deliver it.

We embed a Team of Two — one engineer, one strategist — into your operation. We audit before we build. We deliver systems that survive Monday morning. We leave you with the capability to sustain them. On your infrastructure, with your data, on your terms.

4-month payback
300+ agents deployed
102 SOPs
Air-gapped
0+

Production AI agents deployed

0

Documented standard operating procedures

0-level

Safety architecture (G0–G3)

0mo

Average payback period

The Gap
“AI adoption fails not because of technology, but because of organizational design.”

Enterprises have the models. They have the budgets. They have the executive mandate. What they don't have is the engineering capacity to embed AI into broken, legacy-bound operational realities.

87%

of AI pilots never deploy

Pilots that never reach production.

Dazzling demos fail on Monday morning when real data, real users, and real regulations enter the equation.

4 of 10

data flows undocumented

Data flows no one has mapped.

Critical AI inputs live in undocumented spreadsheets, legacy systems without APIs, and workflows that exist only in people's heads.

4%

govern AI at scale

Risk that compounds silently.

Only 4% of organizations govern AI at scale — despite 60% deploying AI across departments.

The Methodology

Two people outperform a twenty-person consulting team.

Every engagement follows the same battle-tested pipeline — designed to produce systems that survive long after we leave.

01

Illegibility Audit

Before code, we map. Data provenance, legacy constraints, workflow reality, incentive alignment. The diagnostic — the first time someone told them the truth.

02

Build

A Team of Two embeds in your operation. They build tactical solutions on your infrastructure, with your data, against your real constraints.

03

Productize

Patterns that recur become reusable primitives in our Systemized Toolbox. Every engagement makes us faster for the next.

04

Hand Over

We train. We document. We SOP. Then we leave. Our success metric: your Institutional Capability score — green before we go.

Engagement Models

Three Tiers. One Methodology.

From readiness assessment to enterprise partnership — each engagement is a gateway to the next.

TIER 1

AI Readiness & Strategy Assessment

$30K–$75K

2–4 weeksSenior FDE Engineer + Strategist

  • Focused Illegibility Audit
  • Enterprise AI Readiness Scorecard
  • 3–5 prioritized AI use cases with ROI estimates
  • Regulatory compliance gap analysis
  • 90-day implementation roadmap

Best for: Enterprises beginning their AI journey. Teams that need a clear diagnostic before committing to implementation.

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Most Engaged
TIER 2

Forward Deployed AI Engineering

$200K–$1M+

3–12 monthsTeam of Two (Delta + Echo)

  • Full Illegibility Audit (4 diagnostic areas)
  • Production AI system deployed on your infrastructure
  • BAU handover documentation and team training
  • 1+ reusable Toolbox primitive extracted
  • Monthly steering committee presentations

Best for: Enterprises with a clear AI use case and executive sponsorship. Teams ready for production.

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TIER 3

Enterprise AI Partnership

$1M–$5M+ annually

12+ monthsDedicated Team of Two + rotating specialists

  • Everything in Tier 2
  • AC-OE deployment where applicable
  • Quarterly business reviews with C-suite
  • Institutional Capability scorecard tracked quarterly
  • Priority access to Systemized Toolbox updates
  • First-refusal on new product offerings

Best for: Enterprises making AI central to their strategy. Organizations with multiple AI initiatives requiring coordinated governance.

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Who We Serve

Built for enterprises that have experimented — and stalled.

CEO as CAIO

Your board wants to know why AI isn't delivering. You need production systems, not slide decks.

GCC Leader

Transforming your offshore hub from a cost center to an AI execution engine.

Mid-Market Pragmatist

You've run the pilots. You're done experimenting. You need something that works.

Trailblazer

Already deploying AI at scale. You need a partner who can match your ambition.

Year 1 Verticals

Deep domain expertise in regulated, high-stakes industries.

Financial Services

EU AI Act, SEC/FINRA, Basel III

Active

Manufacturing & Logistics

Predictive maintenance, supply chain

Active

Year 2 Expansion

HealthTechEnergy & UtilitiesEnterprise Legal
The Systemized Toolbox

An architecture built for scale, engineered for trust.

Every engagement enriches the system. Every asset makes us faster.

0

Specialized agents

Delta, Echo, and specialized deployment roles

0

Automated chains

End-to-end delivery pipelines

0

SOPs

Standard operating procedures across 8 categories

5-LEVEL SAFETY ARCHITECTURE
G0(block)G1(approve)G2(alert)G3(log)

Ready to make AI work in the real world?

45 minutes. No pitch. We listen first, then we tell you honestly if we can help.