Live evaluation signal
/
5,090
test cases
/
3
platforms
/
8
deployments
/
5
industries
White Paper

Evals in Production

Lessons from Building AI Agent Evaluation Frameworks

Drawing on agentic AI deployments across financial services, life sciences, investment management, and technology sectors.

Get the White Paper
15 pages · PDF · no cost
15 PAGES
Altimetrik Whitepaper

Evals in Production

8
deployments
5
industries
Why this paper exists
Most enterprises are not failing at AI because of the technology. They are failing because nobody is measuring whether it works.
This paper is the product of eight real deployments and the kind of operational detail that only comes from having actually shipped AI in production, in banking, pharma, investment management, and beyond.
Get the White Paper
Inside the paper
01

The evaluation landscape

Three phases of production evaluation, output-type complexity, and the closed-loop model.
02

Case studies in enterprise evaluation

Proxy voting intelligence, pharma-grade platforms, cybersecurity remediation, NL2SQL, and RBAC-aware RAG.
03

Tooling decisions and trade-offs

Build vs. buy analysis, LLM-as-judge strengths and failure modes, and adversarial red teaming.
04

Emerging principles for enterprise AI evaluation

Six cross-cutting patterns distilled from all eight engagements.
A

Sample evaluation report

Anonymized Agentic AI Evaluation Dashboard covering 5,090 test cases across three platforms.
Industries covered
●
Financial Services
●
Life Sciences and Pharma
●
Investment Management
●
Cybersecurity
●
B2B Enterprise Software
Who should read it
Senior leaders past the pilot phase asking harder questions. Why is adoption stalling, where is the value, and what does it take to run AI at enterprise scale in a regulated environment. It assumes technical fluency but does not require it.
Who wrote this
Author

Shivkumar Krishnan

Altimetrik
Contributing Architects and Technical Leads
Martin Gaida
Sathiyanarayanan Gopal
Atharva Joshi
Konrad Jackowski
Sandeep Kalra
Pavan Muthozu
Yasmeen Sultana
Mahesh Varavooru

Get the White Paper

FREE DOWNLOAD · 15-PAGE REPORT WITH A SAMPLE EVALUATION DASHBOARD
Get the White Paper
15 pages · PDF · no cost
Instant access
Written by practitioners
Be sure to take a look at our Terms of Use and Privacy Policy

CAPABILITIES
Agentic Systems Engineering Agile Practice Cloud Engineering Context engineering Data Engineering DevSecOps AI Digital Engineering Eval Engineering Harness Engineering Human-in-the-Loop Engineering Information Security Knowledge Graph Engineering Salesforce Semantic Layer Engineering Site Reliability Engineering → (SRE)
SERVICES
Agentic Workflow Automation Al/GenAl ALTi Ai adoption LAB Data Modernization Digital Business Digital Enterprise Digital Operations Intelligent Systems and Operations Knowledge Graph/Ontology Platform Modernization Predictive AI/ML Analytics Secure & Compliant AI

Sectors
Automotive BFSI Life Sciences Payments & Fintech Retail & CPG Regional Banking Modernization Manufacturing Technology & Hi-Tech

Partner Ecosystem
Anthropic
AWS Azure Databricks Google Cloud Open AI Salesforce Snowflake

RESOURCES
Awards and Recognition Blog Reports White Papers

About Us Case Studies Events Press

Head Office

USA (Southfield) - HQ
2000 Town Center, Suite 170
Southfield, MI 48075
+1 248-281-2500

© 2026 Altimetrik Corp.

|

Privacy Policy

|

Cookies

|

Transparency in Coverage Rule