AI Vendor Scorecard

Evaluate and compare multiple enterprise AI vendors or consulting teams side-by-side across 12 dimensions of engineering, delivery, and governance capability.

Evaluation Dimension
Engineering & Technology
Technical ML & Prompt Engineering
MLOps & CI/CD Pipelines
System Integration & APIs
Data Security, Privacy & Opt-Outs
Strategy & Delivery
Domain & Vertical Understanding
Delivery Speed & Phased Roadmap
Senior Architect Allocation
Outcome-Based Scoping & Pricing
Governance & Operations
AI Literacy & Staff Enablement
IP Safeguards & Ethics Verification
Human-in-the-Loop Safeguards
Track Record & Verified Cases

Evaluation Dimension

Vendor A

Vendor B

Technical ML & Prompt Engineering

Expertise in prompt design, fine-tuning LLMs, vector database setup, and selecting appropriate open-source or commercial models.

Unrated

MLOps & CI/CD Pipelines

Capability to set up model fallback strategies, regression testing frameworks, and latency monitoring in production.

Unrated

System Integration & APIs

Ability to integrate AI pipelines cleanly into your existing business systems (databases, CRMs, ERPs) via secure API routing.

Unrated

Data Security, Privacy & Opt-Outs

Protocols for data scrubbing (PII masking), securing API gateways, and ensuring provider opt-outs on data training are enforced.

Unrated

Domain & Vertical Understanding

Understanding of your specific business industry context, regulatory requirements, compliance frameworks, and key operations.

Unrated

Delivery Speed & Phased Roadmap

Proven capability to ship functional prototypes quickly (e.g. 6-8 weeks) and outline clear 90-day production sprints.

Unrated

Senior Architect Allocation

The ratio of senior developers/solutions architects actively working on your code vs outsourced junior resources.

Unrated

Outcome-Based Scoping & Pricing

Flexibility in contract design based on clear milestones and outcome KPIs rather than standard time-and-materials billing.

Unrated

AI Literacy & Staff Enablement

Providing training materials, structured workshops, and prompt engineering libraries to accelerate team adoption.

Unrated

IP Safeguards & Ethics Verification

Sourcing verified training weights, bias testing, and offering indemnification for model outputs.

Unrated

Human-in-the-Loop Safeguards

Designing audit/approval panels so human operators review and sign off on agent actions before they reach production.

Unrated

Track Record & Verified Cases

Quality of references and case studies with real, audited client metrics (prevented downtime, hours reclaimed, direct cost reductions).

Unrated

Score Dashboard

Vendor A

Max Score: 60 pts

0

0% Rating

Vendor B

Max Score: 60 pts

0

0% Rating

Comparison Chart

Vendor A0 / 60 pts

Vendor B0 / 60 pts

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