What is DoCoreAI?
DoCoreAI is software built for organizations using LLMs, to monitor AI costs privately across multi-client environments — with built-in dashboards, real-time alerts, and zero code changes required.
Product Overview →What does this mean?
No Data Leaves Your Company Network.
AI-Behavior Analytics Beyond Cloud Metrics.
Measure Cost & Control Budget in Real-time.
Just Plug-n-Play.
System Behavior Explained
Why LLM teams lose cost & latency visibility after production
A short technical explainer showing where traditional logs, traces, and cloud metrics stop working for GenAI systems — and why the blind spot only appears after deployment.
Traditional logs stop at API calls — GenAI behavior changes inside execution paths after deployment.
No prompts. No payloads. Only behavioral telemetry.
See how DoCoreAI helps CTOs, Managers & Developers finally get answers on AI costs, efficiency, and privacy — all in one platform
The only AI observability platform that connects behavior signals to business ROI.
Designed for Enterprise Governance, Compliance, and Budget Control.
DoCoreAI is a product platform built for production-safe LLM observability and governance. For organizations deploying LLM at scale, we also support structured, advisory-led enterprise enablement and phased rollout.
This work is guided by the DoCoreAI Adoption Framework — a non-disruptive, pilot-led model designed for enterprise environments.
Delivery support provided in collaboration with Veniteck (Australia).
Developer's Screen
Devs: "Easy install start tracking with zero code change."
Takes <1 min to installManager's Screen
Managers: “Finally, see the real savings, performance & efficiency.”
See live charts - no sign-inInstall → Generate Token → See Reports
Built for AI Precision. Backed by Research.
For Developers
No more trial-and-error prompt tuning.
Plug-and-play CLI
Instant tracking
Auto-generated charts
Supports all major LLMs
For CTOs/Managers
Understand how your team uses LLMs
Spot token waste and cost spikes
Track prompt success/failures
Cost, Budget, ROI & Productivity insights
Privacy-First & Zero data retention
Real Results. Real Roles. Powered by AI Observability.
Developer
“We cut LLM cost by 40% on our internal chatbot — without changing providers. Just optimized the prompts using DoCoreAI.”
Team Lead
“We scaled 50+ prompts in 2 days. The CLI helped my devs tune and ship faster — and stay within our token budget.”
Business Lead
“Before DoCoreAI, we had zero visibility. Now I can see LLM costs, time saved, and team performance — clearly.”
Meet DoCoreAI: Your LLM Cost Observability Budget Control Platform
DoCoreAI is a LLM observability & cost optimization platform with integrated AI behaviour analytics. It enables teams to monitor LLM performance, optimize efficiency, reduce token usage, and improve reliability, helping organizations scale AI with visibility and control cost.
What’s Next: DoCoreAI is also being experimented in robotics & IoT, where tracking prompt efficiency and GPU utilization at the edge can extend battery life and reliability.
Real-Time LLM Cost Signals
Track cost, token usage, latency, and efficiency instantly.
Multi-Model Observability
Works with OpenAI, Groq, and other LLM providers.
Privacy-First Telemetry
No prompts. No outputs. Only behavioral signals.
Budget & ROI Control
Set limits. Detect spikes. Track impact per team.
See LLM Cost, Performance, and Efficiency — in Real Time.
Every AI prompt you optimize generates data-rich developer insights to guide your next move
— no extra effort required.
How DoCoreAI Works
Step 1:
Install
Install the python package — takes a minute.
Step 2:
Generate Token
Copy the token and paste in the configurations
Step 3:
You Track Gains Instantly
Get insights on cost, performance, and productivity — right in your dashboard.
Where DoCoreAI Is Typically Used
DoCoreAI is used by teams running LLM-powered applications in development, staging, or production environments. It provides visibility into token usage, latency patterns, and cost behavior without storing prompt or response data.
AI Product & Engineering Teams
Monitor LLM usage across environments, compare model behavior, and identify prompt inefficiencies before they affect production cost or reliability.
SaaS Platforms & Multi-Client Systems
Track LLM spend across client accounts, enforce per-project budgets, and maintain usage separation within shared application environments.
Internal Automation & Operations Teams
Observe AI-driven workflows such as document generation, support assistants, or internal copilots with centralized cost and usage tracking.
Consulting & Delivery Teams
Measure usage per client engagement and maintain clear cost boundaries across deployments.
Enterprise & Compliance-Focused Organizations
Maintain centralized LLM observability while keeping prompts and outputs within the organization’s network.
If your organization operates LLM-based systems, DoCoreAI provides cost visibility and behavioral analytics without requiring application code changes.
Operational Differences
Before
- Manual trial-and-error prompt tuning
- Limited visibility into token usage
- Reactive cost management
- No structured performance metrics
With DoCoreAI
- Structured prompt optimization workflow
- Real-time token and latency visibility
- Budget tracking and cost alerts
- Behavioral analytics dashboards
Get Better Results From AI in Minutes
No credit card required. Improve your AI prompts, cut costs, and track your results instantly.