Law · Finance · Real Estate · Private Practice

Meru AI

Bespoke AI stewardship for professional services. We learn the rhythm of your organization. We identify the friction. We architect the solution.

Selected Work

Case Studies

Engagements that demonstrate our methodology. Quiet victories. Definitive results.

Featured
/Enterprise
BloomChat: Enterprise Intelligence
Months → Hours
Proposal Velocity
4.8x
Acquisition ROAS
+40%
Resolution Speed

BloomChat: Enterprise Intelligence

An AI architecture that synthesizes insight across business systems. Executive clarity. Refined decision-making. Human relationships strengthened through intelligent support.

Performance Benchmarks

  • Proposal architecture refined from months to hours
  • Marketing spend efficiency reached 4.8x ROAS
  • Client resolution speed improved by 40%
  • Executive decision-making accelerated with clarity

Architectural Stack

LangChainFastAPIMongoDBVector SearchMicrosoft Graph API
Innovation
/Social Technology
Curate: Preference Architecture
+92%
Resonance Alignment
74%
Second Date Rate
200+
Nuance Data Points

Curate: Preference Architecture

A recommendation engine redesigned to understand the nuance of human preference. From prototype to production. Precision matching that respects complexity.

Performance Benchmarks

  • The 'Invisible Mediator' AI for post-date feedback
  • Multi-modal silhouette (Facial, Text, Tone, Values)
  • Vetting efficiency improved by 95% via AI automation
  • MVP refined into a definitive social silhouette

Architectural Stack

PyTorchFaceNetLlama 3MongoDB Vector SearchFastAPI
The Stewardship
/Gaming Technology
EDaters: The Technical Stewardship
3x
Performance Recovery
71%
Operational Savings
75%
Retention Stability

EDaters: The Technical Stewardship

An emergency rescue for a platform trapped by legacy friction. We studied the operational rhythm and restored stability, ensuring the firm could grow without technical noise.

Performance Benchmarks

  • Legacy DNA modernized with zero downtime
  • Gamified matchmaking logic for gaming compatibility
  • Infrastructure noise removed with AWS migration
  • SQLite debt transitioned to Supabase PostgreSQL

Architectural Stack

AngularDjangoPostgreSQLAWSRedis

The Atelier

Our Architecture

A deliberate methodology. Each engagement begins with immersion and ends with a system that breathes with your business.

01

Strategic Immersion

We study the rhythm of your operations. We listen before we build.

02

Bespoke Architecture

Solutions shaped to your organization's DNA. No templates.

03

Executive Counsel

Clarity for leaders navigating the landscape with conviction.

04

Proof of Concept

Validation before commitment. Tangible results before scale.

05

Technical Exploration

Research into emerging architectures. Quiet innovation.

06

System Integration

AI woven into your existing fabric. Invisible when done well.

Sector Intelligence

Industry Perspectives

A considered view into how intelligent systems are reshaping professional services.

Healthcare

The Architecture of Patient Care

Intelligent systems that support clinical judgment. Technology that respects the human element.

efficiency
43% reduction in diagnostic time
accuracy
92% improvement in early detection
cost
35% decrease in operational costs

Core Perspectives

  • Predictive intelligence for patient outcomes
  • Operational refinement through automation
  • Diagnostic support systems
Manufacturing

Industrial Intelligence

Precision systems for quality assurance. Predictive architecture for maintenance and supply chain.

productivity
58% increase in production efficiency
defects
76% reduction in quality issues
maintenance
49% decrease in downtime

Core Perspectives

  • Quality control with precision
  • Predictive maintenance systems
  • Supply chain intelligence
Financial Services

Financial Architecture

Risk assessment refined. Fraud detection with conviction. Banking that understands.

fraud
91% fraud detection rate
efficiency
67% faster loan processing
satisfaction
45% increase in client satisfaction

Core Perspectives

  • Fraud detection with precision
  • Automated risk architecture
  • Personalized client experience

The Library

Selected Readings

Considered perspectives on intelligence, architecture, and the human element.

On Multimodal Intelligence

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The Ethics of Automation

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Enterprise Architecture: A Study

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Begin

The Intelligent Silhouette

We take the burden of executive decision-making off your hands. We do not ask what you want. We tell you what you need.