Your AI is Lying*about#numbers
LLMs hallucinate calculations.
We build & fix AI systems where every number is computed, not guessed.
TRUSTED BY COMPANIES
Your AI is making up numbers.
LLMs don't calculate. They predict what calculations look like.
If your AI touches numbers, you have this problem:
Standard LLM — statistical guessing, not computation.
AI output verified & corrected
by 
At 
, We build the math layer your AI is missing.
Our Services
Three ways to make your AI actually accurate
Whether you need a diagnosis, a full build, or ongoing support, we have a clear path to production grade AI.
AI Accuracy Audit
We stress test your AI system’s outputs: accuracy, edge cases, failure modes. You get a detailed report with what’s breaking and how to fix it.
AI Product Build
End to end AI product engineering. We architect, build, and deploy production grade AI systems. Not prototypes, not demos. Systems that run autonomously.
AI Monitoring Retainer
Ongoing monitoring, optimization, and support for your AI systems. We watch the numbers so you don’t have to.
The Flywheel
Most clients start with an audit, then move into a build, then stay on a retainer. Each step compounds the value of the last.
Audit
Understand where your AI is failing and why.
Build
Engineer a production system that solves it.
Monitor
Keep it accurate as your data and users evolve.
How we engineer the accuracy
Solution
Identify
Pinpoint where math is failing in your LLM pipeline.
Architect
Design a hybrid system with deterministic logic gates.
Build
Integrate compute tools with your model APIs.
Integrate
Seamlessly connect to your existing tech stack.
Monitor
Real-time drift detection for all numerical outputs.
Dojo
How we engineer the accuracy
Identify
Pinpoint where math is failing in your LLM pipeline.
Architect
Design a hybrid system with deterministic logic gates.
Build
Integrate compute tools with your model APIs.
Monitor
Real-time drift detection for all numerical outputs.
Integrate
Seamlessly connect to your existing tech stack.
Industries where 99% accuracy isn't enough.
FinTech & Trading
Real-time risk modeling and automated ledger reconciliation.
Healthcare
Medical dosage verification and longitudinal patient data analysis.
Logistics
Route optimization and supply chain latency forecasting.
Enterprise SaaS
Complex billing engines and resource utilization reporting.
R&D
Simulations and scientific computing with verified outputs.
Cybersecurity
Pattern recognition and anomaly detection in high-volume traffic.
What we Build
Full-stack AI development with verified computation built in from the ground up.
- LLM integration with computation layer
- Sandboxed code execution
- Real-time calculation pipelines
- Result validation and monitoring
Add accurate calculation to your existing AI systems without rewriting your core infrastructure.
- Audit existing AI outputs
- Design computation architecture
- Build execution environment
- Integrate with current stack
Find out where your AI hallucinates before your users do with our stress-testing framework.
- Output analysis across use cases
- Hallucination risk mapping
- Architecture recommendations
- Implementation roadmap
Keep your AI accurate as it scales with continuous monitoring and proactive updates.
- Continuous output monitoring
- Edge case detection
- Model update support
- Accuracy reporting
The Numbers Don't Lie
Working with us
A clear, collaborative path to AI data integrity.
Free Discovery Call
30 MINTell us about your AI, where numbers are involved, and what problems you're seeing. We'll tell you if we can help.
Audit & Scope
DEEP DIVEWe dig into your system, identify hallucination risks, and scope the solution. You get a clear proposal with timeline.
Build & Integrate
HANDS-ONWe build the computation layer and integrate it with your existing stack. You see progress weekly. No black boxes.
Deploy & Monitor
ONGOINGWe deploy to production, monitor outputs, and catch issues before users do. Your AI ships numbers you can stand behind.
Powered By
The AI models, agent frameworks, and infrastructure behind our computation layer.
Companies We've Helped
AI Powered Business Alignment
AI Powered Solutions
“Our lead response time went from 6 hours to 6 minutes. We’re closing deals we would have lost to faster competitors.”
Casey Powers
CEO at MBA
AI-Powered Sales Estimation Suite
AI Powered Solutions
“The AI sales enablement solution has transformed our sales process. We’ve seen a 40% increase in qualified leads and a 25% reduction in sales cycle time.”
Venkat Veswanath
CEO at AI Transform LLC
Intelligent Financial Data Automation
AI Powered Solutions
“From 40+ hours of manual analysis to under 2 hours with 98% accuracy. AI-powered financial data automation that computes real numbers.”
VentureLens Leadership
Fintech / Investment Intelligence
Content Credibility & Verification
AI Powered Solutions
“The platform fundamentally changed our content verification workflow. What used to take hours of research now takes under a minute.”
URL Verification System
AI-Powered Credibility Platform
Blogs & Resources
BlogHow to Make Your AI Audit-Proof in 3 Weeks (Without an AI Team)
74% of AI projects in regulated industries lack audit trails. That gap now carries legal penalties under FINRA, HIPAA, SOC 2, and the EU AI Act.
BlogHow to Evaluate and Choose the Best AI Consulting Firm for Your Needs
70% of AI projects fail - don't let poor vendor selection sink yours. Use this step-by-step framework to vet firms, spot red flags, and hire the right AI consultant with confidence.
BlogHow to Measure the ROI of AI Consulting Services
Most companies can't prove their AI investment worked. This framework shows you exactly which 5 metrics to track - before and after - so you can quantify every dollar your AI consulting delivered.
BlogIntegrating AI Consulting Recommendations into Your Existing OpenAI or Claude Setup
Fix degraded AI output without rebuilding. Learn how consultants improve your OpenAI or Claude setup through targeted prompt fixes alone.
BlogBuilding a Long-Term AI Accuracy Strategy with Consulting Partners
AI accuracy drops 15-30% in 12 months - learn how to build a consulting strategy that keeps your models reliable before drift costs you $400K.
BlogEnterprise AI Consulting: Scoping Large-Scale Accuracy and Validation Projects
85% of AI projects fail before production - learn the exact phase-by-phase framework to scope and deliver large-scale AI accuracy and validation projects that actually work.
BlogWhat Is an AI Specialist? Roles, Skills, and Why Your Business Needs One
Discover what an AI specialist actually does, the skills that matter, and how to get expert-level oversight without a full-time hire.
BlogHow to Hire an LLM Specialist: Key Skills and Interview Questions to Ask
67% of companies get burned by bad AI hires. Learn the skills and interview questions that separate LLM specialists who ship from those who only demo.
BlogHow Much Does AI Calculation Repair Cost?
Poor data quality costs US businesses trillions annually. Discover exactly what AI calculation repair costs in 2026 and how to fix your model without overspending.
FAQ
Common questions
Everything you need to know about working with Dojo Labs.