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AI Text-to-SQL Agent Fails on Realistic Data, Lies About Revenue

By PulseAugur Editorial · [1 sources] ·

A developer built a text-to-SQL AI agent using Claude Haiku and SQLite, intending to turn natural language questions into database queries. While the agent performed flawlessly on a simple demo database, it failed when presented with a more complex, realistically named enterprise database. The agent confidently provided an incorrect answer about revenue, stating no data was available when there was nearly $818,000 in completed orders, highlighting a critical flaw in current text-to-SQL capabilities. AI

IMPACT Highlights the current limitations of text-to-SQL agents in accurately interpreting complex, real-world database schemas and the risk of confident misinformation.

RANK_REASON The item describes the development and failure of a specific AI tool (text-to-SQL agent), not a frontier release or significant industry event.

Read on Medium — Claude tag →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

AI Text-to-SQL Agent Fails on Realistic Data, Lies About Revenue

How we ranked this

Signal score
0 / 100
Composite score across the factors below. Higher = stronger signal that this story matters right now.
Newsworthiness bucket
Tool
The item describes the development and failure of a specific AI tool (text-to-SQL agent), not a frontier release or significant industry event.
Source corroboration
Single-source cluster
Only one publisher covered this so far. Single-source stories can still rank when the publisher is high-authority, but they lack cross-source corroboration.
Topics
product, other
Editorial topic classification. Feeds into how the story surfaces on /topic/<slug> hub pages and into the per-entity coverage mix.
AI-industry relevance
High
Clearly on-topic for AI-industry coverage.
Story freshness
82 days old
Aged out of breaking-news scoring windows; ranking reflects the durable signal from the full source set.

Full methodology in our editorial standards.

COVERAGE [1]

  1. Medium — Claude tag TIER_1 English(EN) · Kushal Kothari ·

    I Built a Text-to-SQL AI Agent. Then I Watched It Lie to Me About $818,000.

    <div class="medium-feed-item"><p class="medium-feed-image"><a href="https://kushalkothari285.medium.com/i-built-a-text-to-sql-ai-agent-then-i-watched-it-lie-to-me-about-818-000-d94038fe2f8c?source=rss------claude-5"><img src="https://cdn-images-1.medium.com/max/2600/1*mvmue-grTkn…

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