I’m excited to share my latest project, Tieout. A verification tool that compares AI-generated reports against original data sources to catch hallucinations, verify accuracy, and ensure complete data integrity.
As AI-generated content becomes more common in business workflows, trusting the output is a real challenge. LLMs can fabricate statistics, misquote figures, or generate plausible sounding but incorrect data points. Tieout was built to solve exactly this problem.
The Problem
Anyone who has used AI to generate reports from data knows the uncomfortable feeling of not being entirely sure the numbers are correct. AI models can hallucinate data, misinterpret figures, or simply get things wrong. Manually cross checking every data point in a generated report against the source documents is tedious and error-prone.
How Tieout Works
The verification process is straightforward and follows three simple steps:
- Upload your source files — Upload your original data in CSV, PDF, Excel, or other document formats. These serve as the source of truth.
- Compare automatically — Tieout automatically extracts and compares numbers, percentages, and data points between the generated report and the source documents.
- Get detailed results — Receive a comprehensive accuracy report with discrepancy highlights and confidence scores.
Key Features
Multi Format Support
Upload and parse CSV, PDF, Excel, and other document formats as your source of truth. This flexibility means Tieout fits into existing workflows regardless of how data is stored.
Smart Comparison
The comparison engine automatically extracts and compares numbers, percentages, and data points between reports. No manual mapping required.
Hallucination Detection
Identify fabricated data, incorrect statistics, and made-up citations in AI outputs. This is the core value proposition, catching the things that are hardest to spot manually.
Link Verification
Validate URLs and references mentioned in generated reports against actual sources. Broken or fabricated links are flagged automatically.
Audit Trail
Every verification is logged, providing a complete history for compliance and accountability. This is particularly important for regulated industries.
Pay As You Go
One decision I’m happy with is the pricing model. Tieout uses a credit based system with no subscriptions or commitments. You buy credit packs when you need them, starting at $9.99 for a Starter Pack. This makes it accessible for individuals and teams alike without locking anyone into recurring costs.
Security
Data security was a priority from the start. Tieout is SOC 2 compliant, ensuring that uploaded documents and verification results are handled with the appropriate level of security and privacy.
What’s Next
Tieout is live and ready to use at tieout.ai. If you’re working with AI-generated reports and need confidence in the output, give it a try. I’d love to hear your feedback, feel free to reach out via Twitter / X!