Pricing

Fixed-scope pricing based on bug complexity. No hourly billing, no surprises.

Payment is due after you validate the fix works. If we can't fix it, you don't pay.

Quick Fix

$500

1-2 days turnaround

Single isolated bug with clear reproduction steps.

Includes

✓Root cause analysis
✓Code fix with inline comments
✓Plain-English explanation
✓1 validation test
✓1 round of revision

Example bugs

· Tensor shape mismatch
· Wrong activation function
· Incorrect loss computation
· Off-by-one indexing errors
· Wrong initialization scheme

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Deep Diagnosis

$2,000

3-5 days turnaround

Complex bug spanning multiple components or requiring deep paper analysis.

Includes

✓Everything in Quick Fix
✓Multi-component investigation
✓Paper-to-code alignment report
✓3 validation tests
✓2 rounds of revision
✓30-min walkthrough call

Example bugs

· Training instability / divergence
· Numerical precision issues
· Architecture misalignment with paper
· Incorrect gradient flow
· Data pipeline discrepancies

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Full Pipeline Review

$5,000

1-2 weeks turnaround

End-to-end audit of your entire paper implementation.

Includes

✓Everything in Deep Diagnosis
✓Full codebase review
✓Section-by-section paper alignment
✓Comprehensive test suite
✓Performance optimization notes
✓Unlimited revisions (2 weeks)
✓60-min walkthrough call

Example bugs

· Complete implementation validation
· Production readiness assessment
· Multi-paper pipeline audit
· Benchmark reproduction
· Performance gap investigation

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Enterprise & Custom

Need ongoing support for your ML team? We offer retainer agreements for teams that regularly implement research papers. Includes priority turnaround, dedicated engineer, and bulk pricing.