Live Cost & Usage Dashboards
Every conversation, tool call and token tracked, the same way we track our own CodeLabs BOT.
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Call: +971 52 668 4165
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Mail: [email protected]
Agent Integration & Ops For Agents Already In Production
Launching an agent is the easy part. Codelabs keeps agents accurate, cost-controlled and expanding — monitoring usage, reviewing real conversations, and maintaining the knowledge and integrations behind them as your business changes.
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Real Conversation Review
Transcripts reviewed regularly to catch weak answers before they become a pattern.
Why Choose Codelabs For Agent Ops
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See conversations, tool calls and spend as they happen, not in a delayed monthly export.
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Real transcripts reviewed to catch missed intents and weak answers before they add up.
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New tools and systems connected over time as the agent's responsibilities grow.
Real Work, Real Results
Agentic AI
Agent Operations
CodeLabs BOT
We run CodeLabs BOT the same way we'd run a client's agent: $0.94 in AI spend and 95,443 input tokens tracked over a recent 7-day period, with usage metered continuously rather than discovered at the end of the month.
Read Full Case Study
Our Agent Ops Process
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We establish current performance and wire up live usage and cost dashboards.
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Regular review of real transcripts to catch weak answers and missed intents early.
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Source documents and connected tools kept current as your business changes.
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A regular report on usage, cost and conversation trends, not just a dashboard you have to check yourself.
What's Included
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Live Usage & Cost Dashboard
Conversations, tool calls and AI spend visible in real time.
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Conversation Transcript Review
Real conversations reviewed regularly to catch and fix weak responses.
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Knowledge Base Maintenance
Source documents kept current as your services and policies change.
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Integration Expansion
New tools and systems connected as the agent's scope grows.
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Alerting On Anomalies
Notified when usage, cost or failure rates deviate from normal.
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Model & Prompt Tuning
Ongoing refinement based on real conversation patterns, not guesswork.
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Multi-Agent Oversight
One view across every agent in your workspace, not siloed dashboards per bot.
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Monthly Performance Reporting
A regular summary of usage, cost and conversation trends.
What Does It Cost?
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Starter$49/mo
2 agents with $15 of monthly AI credit and dashboard access included.
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Scale$499/mo
50 agents with $175 of monthly AI credit for teams running multiple agents in production.
Technologies We Use
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LlmLLM APIs
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MonMonitoring Dashboards
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WhWebhooks
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VdbVector Database
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AlAlerting Tools
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ClCloud Hosting
Agent Integration & Ops FAQs
Common questions about running AI agents in production.
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Is ongoing support really necessary after an agent is deployed?
Yes. Customer questions shift, your services and pricing change, and integrations evolve — an agent left untouched drifts out of date. We monitor and maintain it the same way we maintain our own CodeLabs BOT.
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How do you track cost and usage?
Every conversation, tool call and token is metered on a live dashboard — the same system tracking our own agent's $0.94 in spend over a recent 7-day period.
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Can you manage multiple agents across our organization?
Yes. Higher tiers support managing multiple agents from a single workspace, with oversight across all of them rather than siloed dashboards per bot.
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What if we want to add new capabilities later?
Agents are built to expand — new tools, integrations and knowledge sources can be added as your needs grow, without starting over.
Let's Connect With Our Experts
Get valuable consultation from our professionals to discuss your project. We are here to help you with all of your queries.
