Muoro secures a $3.2M grant from Brownfield to expand Global Capability Centers and Centres of Excellence in tier-II cities, North India.•Value Engineering Partner for AI, Data & Modernization•Engineered, Operated and owned within explicit controlled boundaries•
Muoro secures a $3.2M grant from Brownfield to expand Global Capability Centers and Centres of Excellence in tier-II cities, North India.•Value Engineering Partner for AI, Data & Modernization•Engineered, Operated and owned within explicit controlled boundaries•
Muoro secures a $3.2M grant from Brownfield to expand Global Capability Centers and Centres of Excellence in tier-II cities, North India.•Value Engineering Partner for AI, Data & Modernization•Engineered, Operated and owned within explicit controlled boundaries•
IP Intelligence Platform LLM Fine-Tuning
Muoro fine-tuned an LLM to produce attorney-grade trademark similarity reports, lifting structural consistency from 40% to 98% and cutting hallucinated citations by 90%.
Business Outcomes
Business Outcomes
40% → 98%
Structural consistency
-90%
Hallucinated citations
1,000s/mo
Audit-ready reports shippedAbout Client
The client operates a global IP intelligence platform that produces trademark similarity reports for attorneys and brand owners. These reports needed to read like genuine legal work product, structured, defensible, and free of invented case law to be usable in professional legal workflows.Legal Services
The Challenge
Inconsistent Reasoning
Base LLM output was informal and inconsistent in reasoning structure.Structural Drift
Structural drift meant attorneys couldn't reliably depend on the output.Bad Citations
Citations were sometimes hallucinated or attributed to the wrong jurisdiction.Weak Edge-Case Handling
The model struggled with transliterations, homophones, and mixed scripts.Structural Drift
Structural drift meant attorneys couldn't reliably depend on the output.Bad Citations
Citations were sometimes hallucinated or attributed to the wrong jurisdiction.Weak Edge-Case Handling
The model struggled with transliterations, homophones, and mixed scripts.Inconsistent Reasoning
Base LLM output was informal and inconsistent in reasoning structure.Structural Drift
Structural drift meant attorneys couldn't reliably depend on the output.Bad Citations
Citations were sometimes hallucinated or attributed to the wrong jurisdiction.Weak Edge-Case Handling
The model struggled with transliterations, homophones, and mixed scripts.Inconsistent Reasoning
Base LLM output was informal and inconsistent in reasoning structure.Structural Drift
Structural drift meant attorneys couldn't reliably depend on the output.Bad Citations
Citations were sometimes hallucinated or attributed to the wrong jurisdiction.The Muoro Solution
A curated, attorney-written dataset was built with standardised templates.
The Muoro Solution
A curated, attorney-written dataset was built with standardised templates.
Attorney-Written Dataset
A curated, attorney-written dataset was built with standardised templates.Synthetic Edge Cases
Synthetic coverage was added for edge cases and foreign marks.Citation Validator
A citation validator restricted output to approved case law only.LLM Fine-Tuning (SFT)
|Citation Validator
|Schema Enforcement
|NICE Class Taxonomy
Impact & Results
Structural consistency rose from 40% to 98%.
Impact & Results
Structural consistency rose from 40% to 98%.
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90% Fewer Hallucinations
Hallucinated or invalid citations dropped by 90 percent.Near-Professional Tone
Reviewers rated the output tone as near-professional.Thousands Shipped Monthly
Thousands of audit-ready reports now ship every month.90% Fewer Hallucinations
Hallucinated or invalid citations dropped by 90 percent.Near-Professional Tone
Reviewers rated the output tone as near-professional.Thousands Shipped Monthly
Thousands of audit-ready reports now ship every month.90% Fewer Hallucinations
Hallucinated or invalid citations dropped by 90 percent.Near-Professional Tone
Reviewers rated the output tone as near-professional.Thousands Shipped Monthly
Thousands of audit-ready reports now ship every month.Final Outcome
Legal-style trademark reports. Structural consistency: 40% → 98%. Hallucinated citations: down 90%.
Final Outcome
Legal-style trademark reports. Structural consistency: 40% → 98%. Hallucinated citations: down 90%.
Build LLMs you can trust in production
Fine-tune your LLM for consistent outputs, reliable citations, and the accuracy your production workflows demand.
Build LLMs you can trust in production
Fine-tune your LLM for consistent outputs, reliable citations, and the accuracy your production workflows demand.
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