# AI Model Monitoring Services

> Source: https://www.corazor.com/services/ai-model-monitoring · Corazor Technology · Book a call: https://calendly.com/tusharatcorazor · Email: tushar@corazor.com

We monitor model behavior in production with quality, drift, latency, and safety controls tied to real escalation workflows.

## Problem it solves

Without monitoring, model behavior drifts quietly and failures are detected only through customer complaints.

## What we do

- Monitor model quality, latency, and drift in production environments.
- Track policy violations and unsafe response patterns.
- Implement thresholds and escalation pathways for model incidents.
- Provide governance-ready model performance reporting.

## Process

1. Monitoring baseline and KPI definition
2. Instrumentation and evaluation setup
3. Alert and incident workflow rollout
4. Ongoing drift and quality reviews
5. Quarterly governance reporting

## Deliverables

- AI monitoring dashboard
- Drift and quality alert rules
- Incident response runbook
- Governance and trend reports

## Typical stack

MLflow, Evidently, Prometheus, Grafana, Python, DataDog

## Engagement

- **Discovery & architecture sprint** (1–2 weeks)
- **MVP / product build (fixed scope, milestone-based)** (Typically 6–14 weeks)
- **Dedicated product team (monthly)** (Ongoing, monthly)
- **Audit & readiness (fixed scope)** (1–4 weeks)

## Related client results

- **DKT (DigiKtech)** (CSR / ESG): AI-powered CSR & ESG platform with five connected stakeholder portals; ~70% reduction in reconciliation effort. https://digiktech.ai/
- **Execute Partners** (Consulting / PMO): Unified execution platform giving single-pane visibility across 30+ transformation programs. https://www.executepartners.com/
- **SpectrAble (Kokum Assist)** (Behavioral healthcare): Multi-role therapy platform with a RAG clinical insight engine; ~65% faster therapy data analysis. https://www.corazor.com/blogs/spectrable-ai-digital-therapy-platform-case-study
- **Trulogist** (Logistics / freight): Three-app real-time freight marketplace with a return-freight matching engine that turns empty return trips into paid loads. https://www.corazor.com/blogs/trulogist-freight-marketplace-return-freight-case-study
- **Saarthi** (Fleet safety / telematics): On-device fatigue and distraction detection for commercial drivers on iOS and Android — no video leaves the phone. https://www.corazor.com/blogs/saarthi-driver-safety-fleet-monitoring-case-study
- **Outbound Cockpit** (Sales tech / GTM): Founder-led GTM operating system with AI research briefs, funnel analytics, and safe manual-send workflows. https://www.corazor.com/blogs/outbound-cockpit-founder-led-gtm-case-study

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Contact Corazor Technology: book a free 30-minute call (https://calendly.com/tusharatcorazor), send a brief (https://www.corazor.com/contact), or email tushar@corazor.com. Agents: https://www.corazor.com/llms.txt · MCP https://www.corazor.com/api/mcp