How many times was Drift mentioned by AI?

Drift was mentioned 21 times across all AI models analyzed, representing 39.9% of total mentions.

In which questions is Drift mentioned?

Drift appears in 2 questions: 1. "What are the top AI chat monitoring tools in 2025?"; 2. "Which tools provide real-time AI monitoring and alerts?".

What is Drift's ranking among mentioned brands?

Drift ranks #1 out of 155 brands analyzed (with 162 web sources also tracked), with a 39.9% share of voice.

What type of entity is Drift?

Drift is classified as a organization,product.

How is Share of Voice calculated?

Share of Voice = Model Coverage × Quality Score. Model weights are based on Monthly Active Users (OpenAI ChatGPT Latest: 900M MAU, Google Gemini Flash (latest): 650M MAU, Perplexity Sonar (with search) (latest): 45M MAU, etc.). Position in results matters - earlier mentions receive higher prominence scores.

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Q: Which AI models mention Drift?

Drift is mentioned by 3 AI models including Perplexity Sonar (with search) (latest), Anthropic Claude Sonnet (latest), OpenAI ChatGPT Latest, Google Gemini Flash (latest), X.AI Grok (latest).

Share of Voice

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About Drift (organization,product)

This page provides details about Drift (organization,product) which was ranked #1 out of 155 in the list of brands (21 mentions (39.9% share)) in answers from AI models (Perplexity Sonar (with search) (latest), Anthropic Claude Sonnet (latest), OpenAI ChatGPT Latest) when they were asked the following 2 questions: "What are the top AI chat monitoring tools in 2025?", "Which tools provide real-time AI monitoring and alerts?" on Dec 24, 2025 by AI Chat Watch.

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Rank

Voice

Position

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Mentions

Mentions by AI Model

Model	Voice	Position	Mentions
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Source Links

URL	Mentioned By
drift.com
langchain.com/langsmith
databricks.com/product/machine-learning/lakehouse-monitoring
aws.amazon.com/cloudwatch
aws.amazon.com/sagemaker/model-monitor
cloud.google.com/monitoring
cloud.google.com/vertex-ai/docs/model-monitoring/overview
whylabs.ai
arize.com
aporia.com
arthur.ai
montecarlodata.com/blog-best-ai-observability-tools
obsidiansecurity.com/blog/ai-agent-monitoring-tools
uptimerobot.com/knowledge-hub/monitoring/ai-monitoring-guide
newrelic.com/platform/ai-monitoring

Citations from AI Responses

Which tools provide real-time AI monitoring and alerts?

**Arize AI, New Relic, UptimeRobot, Obsidian Security, and Pydantic Logfire** are key tools offering real-time AI monitoring with alerts for issues like model performance, drift, anomalies, and threats.[The 17 Best AI Observability Tools In December 2025 - Monte Carlo](https://www.montecarlodata.com/blog-best-ai-observability-tools/)[Real-Time AI Agent Monitoring: Detecting Threats Before They ...](https://www.obsidiansecurity.com/blog/ai-agent-monitoring-tools)[AI Monitor [...]

December 24, 2025

[...] tps://www.montecarlodata.com/blog-best-ai-observability-tools/) ### Core Tools and Features These tools focus on production AI/ML models, LLMs, agents, and infrastructure: - **Arize AI** ([https://arize.com](https://arize.com)): Delivers live dashboards for tracking model predictions, data flows, drift detection, and performance analytics with AI-assisted root-cause analysis and alerts.[The 17 Best AI Observability Tools In December 2025 - Monte Carlo](https://www.montecarlodata.com/blog-best-ai-observability-tools/) - **New Relic AI Monitoring** ([https://newrelic.com/platform/ai-monitoring](htt [...]

December 24, 2025

[...] ta.com/blog-best-ai-observability-tools/) - **New Relic AI Monitoring** ([https://newrelic.com/platform/ai-monitoring](https://newrelic.com/platform/ai-monitoring)): Provides full-stack observability with real-time metrics (response time, quality, tokens), custom alerts for costs/performance, model drift tracking, and integrations for OpenAI, LangChain, Pinecone.[New Relic AI Monitoring](https://newrelic.com/platform/ai-monitoring) - **UptimeRobot** ([https://uptimerobot.com](https://uptimerobot.com/knowledge-hub/monitoring/ai-monitoring-guide/)): Monitors AI endpoints/APIs with instant alerts via [...]

December 24, 2025

What are the top AI chat monitoring tools in 2025?

[...] fers real-time chat monitoring, conversation history analysis, and AI-assisted quality management for customer support teams. ## 5. **Comm100** [Comm100](https://www.comm100.com) provides AI chatbot monitoring with detailed analytics, compliance tracking, and conversation quality scoring. ## 6. **Drift** [Drift](https://www.drift.com) features conversational AI monitoring with lead qualification tracking, sales conversation analytics, and bot performance metrics. ## 7. **Tidio** [Tidio](https://www.tidio.com) offers affordable AI chat monitoring with sentiment analysis, conversation flows tracki [...]

December 24, 2025

[...] -time chat monitoring, conversation history analysis, and AI-assisted quality management for customer support teams. ## 5. **Comm100** [Comm100](https://www.comm100.com) provides AI chatbot monitoring with detailed analytics, compliance tracking, and conversation quality scoring. ## 6. **Drift** [Drift](https://www.drift.com) features conversational AI monitoring with lead qualification tracking, sales conversation analytics, and bot performance metrics. ## 7. **Tidio** [Tidio](https://www.tidio.com) offers affordable AI chat monitoring with sentiment analysis, conversation flows tracking, and a [...]

December 24, 2025

Which tools provide real-time AI monitoring and alerts?

# Real-Time AI Monitoring and Alerting Tools Here are the leading tools that provide real-time AI monitoring and alerts: ## **Comprehensive AI Observability Platforms** ### 1. **Arize AI** [https://arize.com](https://arize.com) - Real-time model performance monitoring - Automated drift detection with alerts - Production ML observability across the entire lifecycle ### 2. **Whylabs** [https://whylabs.ai](https://whylabs.ai) - Real-time data and ML monitoring - Privacy-preserving observability - Instant alerts for data quality issues and model degradation ### 3. **Fiddler AI** [h [...]

December 24, 2025

[...] w.fiddler.ai](https://www.fiddler.ai) - Real-time model monitoring and alerts - Explainable AI monitoring - Performance tracking with customizable thresholds ### 4. **Evidently AI** [https://www.evidentlyai.com](https://www.evidentlyai.com) - Open-source ML monitoring - Real-time dashboards - Data drift and model performance alerts ## **LLM-Specific Monitoring** ### 5. **LangSmith (by LangChain)** [https://www.langchain.com/langsmith](https://www.langchain.com/langsmith) - Real-time LLM application monitoring - Trace-level debugging - Production alerts for LLM apps ### 6. **Helicone** [https:// [...]

December 24, 2025

[...] es** [https://wandb.ai](https://wandb.ai) - Real-time experiment tracking - Model performance alerts - System health monitoring ## **Enterprise ML Platforms** ### 8. **DataRobot** [https://www.datarobot.com](https://www.datarobot.com) - Automated model monitoring - Real-time prediction tracking - Drift detection with alerting ### 9. **Databricks Lakehouse Monitoring** [https://www.databricks.com/product/machine-learning/lakehouse-monitoring](https://www.databricks.com/product/machine-learning/lakehouse-monitoring) - Real-time data and model quality monitoring - Automated drift detection - Integr [...]

December 24, 2025

[...] diction tracking - Drift detection with alerting ### 9. **Databricks Lakehouse Monitoring** [https://www.databricks.com/product/machine-learning/lakehouse-monitoring](https://www.databricks.com/product/machine-learning/lakehouse-monitoring) - Real-time data and model quality monitoring - Automated drift detection - Integrated alerting system ### 10. **Amazon SageMaker Model Monitor** [https://aws.amazon.com/sagemaker/model-monitor](https://aws.amazon.com/sagemaker/model-monitor) - Continuous monitoring of ML models - Real-time quality alerts - Integration with CloudWatch for notifications ## **S [...]

December 24, 2025

[...] Popular for infrastructure and ML monitoring ### 15. **MLflow** [https://mlflow.org](https://mlflow.org) - Open-source ML platform - Model tracking and monitoring - Can be extended with custom alerting ## **Key Features to Look For:** When selecting a real-time AI monitoring tool, consider: - **Drift Detection**: Data drift, concept drift, and prediction drift - **Performance Metrics**: Accuracy, latency, throughput - **Alert Customization**: Threshold-based and anomaly-based alerts - **Integration**: Compatibility with your ML stack - **Latency**: True real-time vs. near-real-time capabilities [...]

December 24, 2025

Which tools provide real-time AI monitoring and alerts?

[...] ging complex AI pipelines, with triggers/alerts. https://www.honeycomb.io/ Cloud-native monitoring for AI services - AWS CloudWatch — Real-time metrics/logs/alarms; integrate with AI services for alerts. https://aws.amazon.com/cloudwatch/ - Amazon SageMaker Model Monitor — Monitors data quality, drift, and model quality; routes to CloudWatch for alerts. https://aws.amazon.com/sagemaker/model-monitor/ - Amazon Bedrock + CloudWatch — Bedrock invocation metrics in CloudWatch for dashboards and alarms. https://docs.aws.amazon.com/bedrock/latest/userguide/monitoring-cloudwatch.html - Azure Monitor [...]

December 24, 2025

[...] L platform with monitoring integrations and alerting through Azure Monitor. https://azure.microsoft.com/products/machine-learning/ - Google Cloud Monitoring (Ops) — Time-series monitoring and alerting; integrates with AI services. https://cloud.google.com/monitoring - Vertex AI Model Monitoring — Drift/performance monitors with alerting via Cloud Monitoring. https://cloud.google.com/vertex-ai/docs/model-monitoring/overview ML/LLM observability platforms (production ML/LLM performance, drift, data quality, cost, and user metrics with alerting) - WhyLabs — ML/LLM observability (whylogs) with real- [...]

December 24, 2025

[...] lerting; integrates with AI services. https://cloud.google.com/monitoring - Vertex AI Model Monitoring — Drift/performance monitors with alerting via Cloud Monitoring. https://cloud.google.com/vertex-ai/docs/model-monitoring/overview ML/LLM observability platforms (production ML/LLM performance, drift, data quality, cost, and user metrics with alerting) - WhyLabs — ML/LLM observability (whylogs) with real-time data quality and drift monitoring + alerts. https://whylabs.ai/ - Arize AI — ML and LLM observability (embeddings, quality, drift) with monitors and alerting. https://arize.com/ - Aporia — [...]

December 24, 2025

[...] with alerting via Cloud Monitoring. https://cloud.google.com/vertex-ai/docs/model-monitoring/overview ML/LLM observability platforms (production ML/LLM performance, drift, data quality, cost, and user metrics with alerting) - WhyLabs — ML/LLM observability (whylogs) with real-time data quality and drift monitoring + alerts. https://whylabs.ai/ - Arize AI — ML and LLM observability (embeddings, quality, drift) with monitors and alerting. https://arize.com/ - Aporia — Real-time ML monitoring for data drift, performance, bias, and incidents with alerts. https://www.aporia.com/ - Fiddler AI — Model pe [...]

December 24, 2025

[...] LM observability platforms (production ML/LLM performance, drift, data quality, cost, and user metrics with alerting) - WhyLabs — ML/LLM observability (whylogs) with real-time data quality and drift monitoring + alerts. https://whylabs.ai/ - Arize AI — ML and LLM observability (embeddings, quality, drift) with monitors and alerting. https://arize.com/ - Aporia — Real-time ML monitoring for data drift, performance, bias, and incidents with alerts. https://www.aporia.com/ - Fiddler AI — Model performance/behavior monitoring and explainability with alerting. https://www.fiddler.ai/ - Superwise — Produ [...]

December 24, 2025

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About Drift (organization,product)

Mentions by AI Model

Source Links

Citations from AI Responses