An AI Agent Evaluation Framework for Production Workflows
A practitioner’s framework to evaluate agents that touch production: build real-workflow evals, score execution, safety, latency, and cost, and monitor in prod.
12 min read
Slack AI Agents
Slack-native AI agents that act on your stack
Custom Slack bots that read your warehouse, watch your GitHub, draft PRs, generate weekly reports, and alert on anomalies — all from a thread.
The work
Your team already lives in Slack. We meet them there with agents that don't just paste links — they actually run queries, open PRs, post charts, and explain anomalies in plain language. Built on the models you already pay for, scoped to the data you already trust.
Outcomes
- Self-serve analysis for non-technical stakeholders (in Slack)
- Anomaly alerts with context, not just thresholds
- Weekly/monthly reports drafted automatically, reviewed by humans
- PR review bots that catch dbt-style violations before a human looks
- Knowledge base lookups grounded in your dbt docs and notion/wiki
What you get
- Production Slack app with OAuth + permissions reviewed
- Agent skills tailored to your warehouse + tools
- Eval suite so you know when behavior drifts
- Cost + usage dashboard
Further reading
All articles →Snowflake Cortex Cost: Model It Before You Scale
Your Cortex bill spiked or you’re about to roll it out. Here’s the fastest diagnostic and a practical cost model—tokens, serverless services, and warehouse compute—plus guardrails.
5 min read
Enterprise Text-to-SQL: What It Takes to Trust the Answer
A practitioner’s guide to shipping enterprise text-to-SQL that answers correctly in production—semantic grounding, approved joins, metrics, permissions, cost controls, and a concrete evaluation plan.
8 min read
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