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Admin

Monitor usage, evaluate model quality, and communicate with your users, all from the Admin Panel.

Hrida.ai gives administrators a full operational toolkit. Track which models your team uses and how much they cost. Run blind evaluations to find the best model for your workload. Push announcements to every user with customizable banners. Wire up webhooks to get notified when users sign up or when long-running tasks finish.


What's In This Section​

📊 AnalyticsUsage dashboards with message volume, token consumption, model breakdowns, and per-user activity
🏆 EvaluationModel arena, blind A/B testing, ELO-based leaderboards, and chat snapshots for fine-tuning
📢 BannersCustomizable system-wide announcements with dismissible notifications
🔔 WebhooksAutomated notifications for user sign-ups, chat completions, and external service integration
🚨 Incident ManagementPlugin-based integration with Grafana OnCall, PagerDuty, and Opsgenie — live incident feed + agent triggers
💰 Model PricingConfigure per-token USD costs for every model so analytics and usage limits can track spend
⚡ Usage LimitsSet per-user or per-group daily/monthly token and cost quotas with hard or soft enforcement
🤖 Digital EmployeesPlugin-based multi-agent system — configure HR, IT, Documentation agents with per-agent access control

Analytics​

Get a bird's-eye view of how your instance is being used. The analytics dashboard shows message volume, token consumption, model popularity, and user activity, filterable by time period and user group.

Use it for: capacity planning, cost estimation, identifying popular models, tracking adoption trends, and per-department usage reporting.

Learn about Analytics →


Evaluation​

Not sure which model fits your team best? The evaluation system lets users rate model responses with thumbs up/down during normal conversations. Ratings feed into an ELO-based leaderboard, and rated chats are snapshotted for future model fine-tuning.

Two evaluation modes:

  • Arena Mode: Randomly selects models for blind comparison, removing bias
  • Normal interaction: Rate responses during regular use, then compare models by swapping them out

Learn about Evaluation →


Banners​

Push high-visibility messages to every logged-in user. Use banners for maintenance windows, incident alerts, policy reminders, and feature announcements. Configure via the Admin Panel or the HRIDAAI_BANNERS environment variable for GitOps workflows.

TypeColorBest for
infoBlueGeneral announcements
successGreenResolved incidents, completed changes
warningYellowPlanned maintenance, partial degradation
errorRedActive incidents, outages

Learn about Banners →


Webhooks​

Three types of webhook integrations keep your external services in sync:

WebhookPurpose
Admin WebhookNotifies a Slack/ channel when a new user signs up
User WebhookNotifies individual users when a long-running chat response is ready
Channel WebhooksLet external services (CI/CD, monitoring, scripts) post messages into Hrida.ai channels

Learn about Webhooks →


Model Pricing​

Record the input and output token costs (in USD per million tokens) for every model in your instance. Once set, Hrida AI Studio automatically calculates the cost of each message and stores it alongside the conversation. Cost data powers the Analytics spend columns and feeds the Usage Limits enforcement engine.

Common models (OpenAI, Anthropic, Google) are seeded with default prices on first startup — update any entry to match your negotiated rates or custom deployments.

Learn about Model Pricing →


Usage Limits​

Cap how much any user or group can consume per day or per month, measured in tokens or USD. Limits can be hard (requests are blocked at the threshold) or soft (users are warned but not blocked). An alert threshold (default 80%) triggers an in-app banner before the limit is reached.

Requires Model Pricing to be configured for cost-based (cost_usd) limits.

Learn about Usage Limits →

Hrida.ai is proprietary software of Zlabs Innovation. See the license for terms. © 2026 Zlabs Innovation.