07 Jun, 2025

2 MIN READ

Find the Unanswered Questions: A Path to High-Impact AI Deployment

Tanmai Gopal
Tanmai Gopal
Tanmai is the co-founder of hasura.io. He is passionate about making it easier to build things.

Every day, thousands of critical business questions go unasked. Not because they're unimportant, but because getting answers takes too long.

At a major e-commerce company processing 3M orders daily, I discovered a pattern that exists in every organization:

The most valuable questions are the ones nobody asks anymore.

The $100M Question Nobody Asked

A category manager oversees $1.2M in daily dairy sales. Yesterday, revenue dropped to $1M—a 17% miss.

Here's the question she should ask: "Why did this happen today, and what can I do to fix it tomorrow?"

Here's the question she actually asks: Nothing.

Why? Because getting that answer requires a data analyst, 8 hours of work, and by then it's tomorrow's problem. Multiply this scenario across hundreds of category managers, and you're looking at $100M in unrealized revenue.

The Questions That Die in Silence

This manager has dozens of game-changing questions trapped in her head:

  • "Which products are cannibalizing each other's sales?"
  • "What happens if I move milk to the front page during morning hours?"
  • "Which supplier delays are killing my margins?"
  • "What's the real ROI of last week's promotion?"

In a CEO's world, these questions get answered in minutes. They have teams of analysts, direct access to data scientists, and dashboards built for their every whim.

But for the thousands of employees making million-dollar decisions daily? These questions die unasked.

The Hidden Cost of Curiosity Debt

When questions go unanswered, something dangerous happens: People stop being curious.

They manage by gut feel. They repeat what worked last quarter. They optimize within their silo instead of across the business.

At PromptQL, we see this pattern everywhere:

  • Engineers who don't ask "What features actually drive retention?" because product analytics requires SQL expertise they don't have
  • Sales reps who don't ask "Which accounts are showing churn signals?" because the data lives in six different systems
  • Operations managers who don't ask "How would a 10% route optimization impact delivery times?" because modeling requires tools they can't access

The Unanswered Questions in Your Business

Here's a simple test. Ask your team:

  1. What question would transform how you do your job?
  2. Why don't you pursue the answer?

The response is almost always: "It would take too long" or "I don't have access to that data."

What Changes When Every Question Gets Answered

Imagine your category manager's new reality:

Morning: "Why did dairy revenue drop 17% yesterday?" AI Response: "Analyzing 3M transactions... Your top SKU was out of stock at 6 locations during peak hours. Here's the impact breakdown and three recovery strategies..."

Afternoon: "What if I increase yogurt prices by 5%?" AI Response: "Based on price elasticity analysis across 2M customers, expect a 3% volume decrease but 2.1% revenue increase. Similar categories showed..."

Before leaving: "Set up alerts for my leading indicators" AI Response: "Monitoring 14 indicators including stock-outs, competitor pricing, and weather-driven demand spikes. You'll be notified when action is needed."

This isn't about making everyone a data scientist. It's about making curiosity cost-free.

Why This Hasn't Happened Yet

The technology exists. LLMs can analyze, reason, and explain. The missing piece? AI that speaks your language, not SQL.

Your category manager doesn't think in tables and joins. She thinks in products, promotions, and profits. Until AI can understand "Why did dairy tank?" without a technical translator, the questions remain unasked.

The Path Forward

The companies that win in the AI age won't be those with the best models. They'll be the ones where every employee can get CEO-quality answers to their questions—instantly, in their own words.

At PromptQL, we're building AI that learns your business language, understands your context, and answers the questions that have been dying in silence.

The question is: What questions aren't you asking?

Ready to unleash your organization's hidden questions? Learn how companies are turning curiosity into competitive advantage → contact us

Blog
07 Jun, 2025

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