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.
AI that calculates. For real.
We build AI systems with a computation layer baked in.
The LLM handles reasoning and language. The computation layer handles truth.
Build New
End-to-end development of mathematical AI applications. From custom fine-tuned models to integrated calculator tools.
Fix Existing
Already have an AI chatbot or tool? We audit its outputs and integrate safety layers to ensure 100% numerical accuracy.
Audit & Advise
Deep-dive technical audits. We find where your AI is lying to you and provide a roadmap for structural correction.
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 Much Does AI Calculation Repair Cost?
AI calculation errors cost US businesses $4.2B yearly - discover exactly what repair costs in 2026 and how to fix your model without overspending.
BlogAdvanced AI Math Validation Techniques
AI fails at math 30–40% of the time - costing real money. Learn 5 proven validation techniques to catch bad numbers before they reach your users.
BlogOpenAI vs Claude vs Other Models: Math Accuracy Comparison
AI models fail business math more than you'd think - GPT-4 misses 23% of multi-step tasks. See real error rates across GPT-4, Claude & Gemini from 42 live SMB projects.
BlogWhat Are AI Calculation Fixing and Repair Services?
44% of companies lose money to AI calculation errors - discover how AI repair services find and fix costly number mistakes before they destroy your margins.
BlogAI Math Error Prevention: Best Practices
78% of SMB AI systems have math errors - costing $14K per incident. Learn 7 proven steps to prevent AI calculation errors without needing an ML team.
BlogCommon Types of AI Calculation Errors and Their Causes
AI gets math wrong up to 40% of the time - and it's costing SMBs thousands. Learn the 7 most common AI calculation errors and how to spot them before they hit your bottom line.
BlogSigns Your AI Chatbot Has Calculation Problems
Is your AI chatbot silently costing you money? Discover 7 warning signs of calculation errors - and how to fix them before they damage your bottom line.
BlogWhy Does AI Get Math Wrong? Understanding AI Calculation Errors
AI fails basic math up to 40% of the time - and your business could be paying the price. Here's why it happens and how to stop it.
BlogWhen to Call Dojo Labs for AI Math Problems
AI math errors cost SMBs up to $400K/year. Discover the 5 root causes and when to fix it yourself vs. call Dojo Labs.
FAQ
Common questions
Everything you need to know about working with Dojo Labs.