// The Shadow AI Blog

Notes on science, research, and AI.

Short essays for biopharma scientists. Written by the founding team.

// FEATURED · AI Tools

I Used Claude Science for a Formulation Study. Here's What Happened.

A real use case. A real formulation problem. An honest account of what a bench scientist experienced.

Ankita Pandey · Jul 3, 2026 · 5 min
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AI Tools·6 min

What Is Claude Science? A Bench Scientist Breaks It Down

Anthropic just launched Claude Science and the scientific community is buzzing. Here is what it actually is, what it actually does, and what a bench scientist noticed when she tried it.

Ankita PandeyJul 1, 2026
Research Workflow·9 min

The Reproducibility Crisis: How Better Experiment Design Fixes It

Most failed replications trace back to decisions made before a single sample was run. Here is how rigorous up-front experiment design turns the reproducibility crisis into a solvable workflow problem.

Ankita PandeyMay 20, 2026
Experiment Design·8 min

Choosing the Right Experimental Controls: A Practical Guide

Controls are what separate a result you can defend from a number you have to apologize for. Here is how to choose the right ones for every assay.

Ankita PandeyApr 15, 2026
Statistics·9 min

Sample Size and Statistical Power: A Bench Scientist's Guide

How to calculate sample size and statistical power before you run an experiment, so you stop wasting reagents on studies that were never built to detect the effect you care about.

Ankita PandeyMar 12, 2026
Experiment Design·9 min

Design of Experiments (DOE): A Practical Guide for Life-Science Labs

Design of Experiments lets you optimize assays and formulations in fewer runs than the one-factor-at-a-time habit ever could. Here is a working scientist's guide to factors, designs, and a worked example you can take to the bench.

Ankita PandeyFeb 10, 2026
Research Workflow·7 min

From Question to Experiment in Minutes: Rethinking Research Workflows with AI

The time between "I have a question" and "I have a protocol I can run tomorrow" is the most underestimated number in research. AI is about to change it dramatically.

Piyush MahajanDec 15, 2025
Founder Story·6 min

Why We Built Shadow AI: A Scientist's Story

I spent a decade in biopharma labs. The problem wasn't the science. It was everything around the science. Here's the story of how that frustration became Shadow AI.

Ankita PandeyDec 1, 2025
AI for Scientists·9 min

Using AI in the Lab: A Practical Guide for Bench Scientists

Not every lab task benefits from AI, and some tasks benefit enormously. A practical breakdown of where AI is worth adopting, where it isn't, and how to start without disrupting your team.

Ankita PandeyNov 20, 2025
AI in Science·8 min

How AI Is Reshaping the Scientific Method

The scientific method isn't disappearing. Every step - hypothesis, design, execution, analysis, communication - is being reshaped by AI. Here's what's actually changing and what stays the same.

Piyush MahajanNov 12, 2025
Experiment Design·7 min

Why Experiment Design Is the Silent Bottleneck in Biopharma Research

Most experiments don't fail at the bench - they fail on the whiteboard. A look at why experiment design is the most under-invested step in biopharma research, and what happens when we finally give it the tools it deserves.

Ankita PandeyNov 4, 2025

Coming soon

AI Tools·Coming Jul 15, 2026

Claude Science vs Shadow AI: The Complete Guide for Bench Scientists

AI Tools·Coming Jul 22, 2026

AI Workbenches for Scientists in 2026: What to Know Before You Choose