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TrueFoundry Blog

Curated insights, expert tutorials, and innovative techniques for ML and LLM use cases

Introducing TrueForge: the open-source agent harness we run in production

The model is the easy part of a production agent. The frontier models are close enough now that switching is a configuration change.

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Engineering blog

Inside the systems behind the AI Gateway

Deep dives on routing 1000+ LLMs, latency budgets, GPU scheduling, and the trade-offs our team argued about along the way.

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Trending

By Abhishek Choudhary
August 15, 2026
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Top 5 LiteLLM Alternatives in 2026

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By Rishiraj Dutta Gupta
July 31, 2026
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Gray Swan integration with TrueFoundry

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By Boyu Wang
July 28, 2026
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Why Production AI Needs Dedicated Prompt Management

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Recent posts

April 1, 2026
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5 min read

Stop Guessing, Start Measuring: A Systematic Prompt Enhancement Workflow for Production AI Systems

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April 1, 2026
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5 min read

Solving SEO Data Bottlenecks with Autonomous Agents and TrueFoundry

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By Ashish Dubey
March 31, 2026
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5 min read

Obot AI Alternatives: Top 6 Tools You Can Consider in 2026

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By Ashish Dubey
March 31, 2026
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5 min read

Cursor for AIOps: Where AI Coding Agents Help in Incident Response (and Where They Don't)

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March 30, 2026
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5 min read

Gemini 3 vs Kimi-K2 Thinking vs Grok-4.1 vs GPT-5.1: Who Actually Wins Humanity’s Last Exam?

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March 30, 2026
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5 min read

Grok 4.1: The First Frontier Model That Feels Different — And How to Test It Against GPT-5.1, Kimi K2 & Claude 4.5

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By Sahajmeet Kaur
March 30, 2026
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5 min read

Geopatriation: Ensuring AI Data Sovereignty in the Era of Agentic AI

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By TrueFoundry
March 30, 2026
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5 min read

What is Bottlerocket and how to use it in EKS?

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By TrueFoundry
March 30, 2026
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What is Lora Fine Tuning? The Definitive Guide

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Understanding what is MCP security
By Ashish Dubey
March 28, 2026
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5 min read

What is MCP Security: The Complete Guide to Zero Trust for Agentic AI Systems

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TrueFoundry platform controlling shadow AI risk across enterprise teams
By Ashish Dubey
March 27, 2026
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5 min read

Shadow AI Is Becoming an Enterprise Risk: What Leaders Must Do Now

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Best prompt engineering tools
By TrueFoundry
March 27, 2026
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Best Prompt Engineering Tools in 2026 : All you need to know

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TrueML Talks

By TrueFoundry
July 31, 2025
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5 min read

Big Data and ML Practices at Palo Alto Networks

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July 11, 2024
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Future of LLMs and Real Time Communication

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By TrueFoundry
June 13, 2024
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Leveraging AI/ML for Revolutionary Logistics at Sennder

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By Chinmay Singh
May 16, 2024
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Evolution of Machine Learning: A Deep Dive into Savin's Journey

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By TrueFoundry
June 14, 2024
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Applications of GenAI at Google

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January 23, 2026
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Programmatic Data Labelling and Training LLMs at Snorkel.ai

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By TrueFoundry
August 6, 2024
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TrueML Talks #29 - GenAI and LLMs for Location Intelligence @ Beans.AI

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By TrueFoundry
April 27, 2026
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TrueML Talks #28 - GenAI and LLMs for Sales Outreach @ OneShot

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By TrueFoundry
April 27, 2026
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TrueML Talks #27 - GenAI and LLMOps for Customer Success @ Level AI

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By TrueFoundry
June 23, 2024
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TrueML Talks #26 - Enterprise GenAI and LLMOps with Labhesh Patel

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By TrueFoundry
August 5, 2024
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TrueML Talks #25 - GenAI and LLMOps for GTM (Go-To-Market) @ Twilio

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By TrueFoundry
March 13, 2024
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True ML Talks #16 - Machine Learning Pipeline @ Digits

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Featured Case Studies

Aug 24, 2026
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5 min read

NetApp: Scaling Governed AI Agents with TrueFoundry

Our thesis was that models become interchangeable, tools become the enterprise's differentiator, and governance belongs underneath the agent rather than inside it. What we underestimated was the harness.

Case Study
Jun 22, 2026
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5 min read

How examroom.ai governs AI at scale with the TrueFoundry AI Gateway

See how examroom.ai uses the TrueFoundry AI Gateway to govern 60+ AI solutions for 500,000 users, cutting deployment from 6 days to under 2 hours.

Case Study
Jun 24, 2026
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5 min read

How FloQast governs enterprise AI at scale with TrueFoundry

15.4B tokens processed · 98.9% model request success rate · 6 model providers unified · 80K+ guardrail evaluations at ~53ms overhead · per-feature cost visibility across spend

Case Study
Jun 26, 2026
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5 min read

How Innovaccer Centralized GenAI and Accelerated Deep Learning Deployment with truefoundry

Innovaccer is a healthcare intelligence cloud operating in highly regulated environments concerning protected health information (PHI). Innovaccer uses AI to improve clinical efficiency, care management, and operational decision-making across its healthcare platform. AI powers use cases such as clinical summarization, care gap identification, risk stratification, quality and coding support, and natural-language insights over healthcare data, while operating in PHI-heavy, regulated environments.

Case Study
Jun 26, 2026
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5 min read

How Aviva Centralized Control, Cost, and Velocity Across Multi-Cloud LLMs with Truefoundry AI Gateway

Aviva Credito is a Mexico-based lender focused on expanding access to credit. To reach customers that traditional banks and fully online fintechs struggle to serve, Aviva operates small physical kiosks supported by an automated, tablet-first onboarding experience - building trust while reducing fraud risk.

Case Study
Jun 26, 2026
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5 min read

Agent to handle 500 Million IVR Calls, One AI Platform

How a Fortune 50 Healthcare Leader Scaled Agentic AI by partnering with TrueFoundry to build a unified Internal AI Platform.

Case Study
Jun 26, 2026
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5 min read

How Adopt Scales Multi-Model Agents with TrueFoundry

Adopt AI builds enterprise-grade agentic AI across modern and legacy systems. Using TrueFoundry’s AI Gateway, the platform unifies multi-provider LLM access, handling 15M+ requests and 40B+ input tokens centrally.

Case Study
Jan 19, 2026
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5 min read

How NVIDIA Improves GPU Cluster Utilization with LLM Agents

Learn how NVIDIA improves GPU cluster utilization using LLM agents on TrueFoundry to scale AI workloads efficiently.

Case Study
Feb 18, 2026
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5 min read

Helping Whatfix modernize deployments and shorten its software release lifecycle

Whatfix, a leading digital adoption platform, has seen rapid growth in revenue and clients. To streamline its ML and backend application releases, it adopted a modern deployment infrastructure, with TrueFoundry playing a key role in this upgrade.

Case Study
Feb 18, 2026
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5 min read

Adding a Generative AI Ready Core to Aviso AI's Tech Stack

Aviso AI is a leading Revenue Operation System that helps teams manage and increase their revenues using conversational intelligence and forecasting models. TrueFoundry helped the team add the capability to deploy its proprietary LLM Models, which power its AI Chief of Staff MIKI.

Case Study
Feb 18, 2026
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5 min read

Enabling a Fortune 100 Healthcare Company to ship 30+ LLM use cases in less than a year

Read how TrueFoundry worked with a Healthcare Major to help them build their Generative AI capabilities and ship 30+ use cases with Large Language Models in the first year

Case Study
Feb 18, 2026
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5 min read

Games 24x7 Personalizing Gaming with AI for its 100 Million Users

Games 24x7, a leading gaming company from India, used TrueFoundry to serve ML models to their clients at massive scales of more than 200 requests per second. In being able to do this, we helped them reduce time to deployment, follow SRE best practices and also help the internal engineering team monitor and control the data and infrastructure.

Case Study
Jun 26, 2026
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5 min read

Helping every child read with Wadhwani AI

Helping Wadhwani AI scale its Oral Reading Fluency (ORF) solution, Vachan Samiksha, to reach Millions of underprivileged students in India. The application was deployed at half the cost and could scale 10X more than the team could achieve with the managed ML Service provided by their cloud provider.

Case Study
Feb 18, 2026
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5 min read

How Neurobit Saves 60% Of Their Cloud Costs and Serves Machine Learning at Scale

Neurobit is a cutting-edge Digital Health company based in Singapore that generates biomarkers using propriety AI algorithms on physiological sleep data.

Case Study
May 19, 2026
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5 min read

Online Drug Marketplace adds $1.5 million to its revenue by simplifying the customer journey

The company under study is an online drug marketplace that aims to supply medications at an affordable price to millions of customers. They have 8 Mn+ active users and are a part of the $200 Billion+ conglomerate.

Case Study
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