AI Consulting
& Strategy
We help enterprise leaders cut through the noise, identify high-ROI agentic workflows, audit data infrastructure readiness, and establish zero-trust governance architectures that translate AI investments into measurable bottom-line value.
What We Delivered:
Enterprise AI Modernization & Governance Strategy
Client: Tier-1 Insurance Provider ($4.2B AUM) · Insurance & Regulated FinTech · 3-Week Strategy Sprint
The Core Bottleneck
The enterprise had spent $3M across disparate third-party vendor licenses with zero production systems shipped and massive data leakage concerns from unregulated employee tool usage.
The ModelScale Architecture
ModelScale delivered an executive AI Blueprint, air-gapped private LLM gateway, and an underwriting copilot architecture that passed strict state regulatory review.
Key Production Components
- Centralized LLM Gateway with real-time PII redaction and token caching
- Cost optimization framework slashing inference expenditures by 62%
- Prioritized 18-month execution roadmap with clear milestone KPIs
Production Metrics
Eliminated redundant point-solution vendor licenses
Modeled throughput for automated tier-1 claims
Board sign-off on 3-year AI transformation budget
Scope of Delivery & Architecture
AI Opportunity & Feasibility Auditing
Deep-dive analysis of your engineering pipelines, CRM, and customer touchpoints to rank AI projects by ROI, complexity, and risk.
Zero-Trust Architecture & Governance
Architecting secure model gateways, role-based access controls, and data residency pipelines meeting SOC 2 and GDPR standards.
Model Selection & Benchmarking
Empirical benchmarking of open-weight models (Llama, DeepSeek, Mistral) versus proprietary LLMs for cost, latency, and accuracy.
Executive Roadmapping & Business Case
Developing Board-ready technical architectures, team staffing models, and financial forecasts for production AI initiatives.
Modern, Scalable Technology Foundation
- Langfuse
- Promptfoo
- TruLens
- Weights & Biases
- LiteLLM Gateway
- Portkey
- OpenFGA RBAC
- Cloudflare AI Gateway
- AWS Bedrock
- Azure OpenAI Private Endpoints
- GCP Vertex AI
- RunPod / Lambda Labs
How We Mobilize and Deliver
Discovery & Workflow Audit
Stakeholder interviews, data architecture inspection, and friction-point mapping.
Benchmarking & Proof-of-Value
Prototyping core workflows, evaluating prompt efficacy, and latency modeling.
Executive Strategy Delivery
Presenting technical architecture, governance frameworks, and phased implementation timeline.
Transparent Engagement Tiers
Clear milestones, guaranteed IP ownership, and zero lock-in.
Strategic Assessment
Feasibility analysis of up to 3 core enterprise workflows with technical architecture blueprints.
- Complete data readiness audit
- Model benchmarking report
- Prioritized implementation roadmap
- Executive presentation session
Comprehensive Advisory
PopularFull organizational AI blueprint, security governance gateway, and working proof-of-concept system.
- Full-stack architecture blueprint
- Working prototype on staging
- Vendor negotiation & cost optimization
- Dedicated Principal Architect
- Board-ready documentation
Retained CTO Advisory
Ongoing strategic guidance, technical vendor evaluation, and architecture oversight.
- Weekly architectural reviews
- Direct access to Principal Engineers
- Candidate screening for AI engineering roles
- 24/7 Slack advisory channel
Frequently Asked Questions
How does ModelScale protect our internal proprietary workflows during consulting?
All consulting engagements are governed by our mutual bilateral NDA. We never run your proprietary data through public model endpoints, and all data audits are conducted in secure, sandboxed client environments.
What is the deliverable at the end of an AI consulting sprint?
You receive an actionable, board-ready architecture package containing technical diagrams, working prototype code, cost modeling, security compliance policies, and a sprint-by-sprint engineering roadmap.
Can ModelScale also build the software after the strategy phase?
Yes. Most consulting clients transition directly into our Dedicated Engineering Pods or Fixed-Scope Delivery models to build the blueprint with guaranteed speed and quality.
Your next release runs on our stack.
Book a 30-minute strategy call. We'll audit one workflow, benchmark it against our best-of, and hand you a written roadmap — free.