Copilot Studio vs Azure AI Foundry vs Build: What One Document Costs
Copilot Studio vs Azure AI Foundry vs building your own, costed on one real 236-page report: $725 a document against $37, and where the line falls.
Dr. Phil Winder
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17 minArticles in this topic
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Dr. Phil Winder
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17 min
vLLM vs Ollama vs SGLang: LLM Inference Compared 2026
vLLM vs Ollama vs SGLang on one H100 with Qwen3.8-27B and Llama 3.1 8B: throughput, latency and cost per million tokens, harness included.
Dr. Phil Winder
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11 min
AI Agent Evaluation: How to Test an Agent Before You Ship It
AI agent evaluation without a vendor selling the answer: which metrics to measure at each layer, how to build an eval suite that runs in CI, and when a platform is worth buying.
Dr. Phil Winder
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18 min
Why AI Agents Fail in Production, and the Observability That Catches It
The five ways AI agents fail in production, and the AI agent observability and monitoring that catches them: tracing, retries, cost ceilings and approval gates.
Dr. Phil Winder
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21 min
Top MLOps Consulting Companies in 2026, Compared
A 2026 comparison of MLOps consulting companies worldwide: Winder.AI, phData, Datatonic, Data Reply and Quantiphi, on named evidence and published pricing.
Dr. Phil Winder
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17 min
How Winder.AI Helped Apartment List Eliminate Data Drift and Scale MLOps Automation
How Winder.AI partnered with Apartment List to build a unified, automated MLOps platform that eliminated data drift, accelerated deployment, and empowered data scientists with self-service model delivery.
Dr. Phil Winder
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3 min
A Comparison of Machine Learning Model Monitoring Tools and Products
Discover the best open-source and proprietary machine learning model monitoring frameworks and tools.
Dr. Phil Winder
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22 min
Scaling StableAudio.com Generative Models Globally with NVIDIA Triton & Sagemaker
Learn from the trials and tribulations of scaling audio diffusion models with NVIDIA's Triton Inference Server and AWS Sagemaker.
Enrico Rotundo
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3 min
MLOps in Supply Chain Management
MLOps consulting in supply chain management. Learn how Winder.AI supported the MLOps platform team at Interos to deliver an internal AI platform for their developers.
Dr. Phil Winder
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6 min
MLOps in Insurance
MLOps consulting for insurance companies. Learn how Winder.AI collaborated with Tractable to deliver vital AI efficiency via MLOps.
Dr. Phil Winder
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3 minNewsletter
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Case studies and industry analysis from our team. No hype, roughly monthly.