Strategy8 min read
Why Every European Enterprise Needs an Agent Operations Strategy
51% of enterprises are piloting agents. Most have no plan for operating them. Here is why the operating layer matters more than the technology.
March 2026
>Insights
Insights on Agent Operations
Patterns from real engagements, architectural decisions and why we made them, tools we built, and frameworks we use. If you can implement it yourself after reading, good. That means we explained it well enough.
Framework12 min read
The Six-Phase Framework for Agent-Native Operations
From observation to codification: the methodology that emerged from 300+ production AI sessions and enterprise deployments.
March 2026
Strategy10 min read
Agent Readiness: What the 2026 Landscape Means for Your GTM Stack
An analysis of where European B2B SaaS companies stand on agent adoption, and the three infrastructure gaps that will determine who scales.
March 2026
Case Study7 min read
From XLOOKUP to AI: How Semantic Matching Replaced Manual Account Matching
The technical story behind replacing 4 hours of manual matching with 90 seconds of semantic AI. Architecture decisions, tradeoffs, and what we learned.
February 2026
Technical14 min read
Building a Marketing Intelligence System with Multi-Agent Research
How 7 research sessions with 5-8 agents each produced a complete attribution architecture at zero software cost.
February 2026
Framework11 min read
The Agent Operations Playbook: SOPs for Your AI Workforce
Standard operating procedures for agent governance, routing, escalation, and observability. The documentation your agent infrastructure needs.
January 2026
$ ls -la insights/ | 9 results
# featured
insights/building-a-single-source-of-truth-for-revenue.mdx
GTM Engineering
Building a Single Source of Truth for Revenue
Your CRM, billing system, and ERP show three different ARR numbers. Here's how to unify them with a warehouse-native architecture.
Dec 24, 202414 min readTolga Oral
#revops#data-architecture#arr
insights/hubspot-api-complete-engineering-guide.mdx
GTM Engineering
HubSpot API: The Complete Engineering Guide
REST vs GraphQL, rate limiting strategies, webhook signatures, and the patterns that separate production-grade integrations from demo-day hacks.
Dec 24, 202413 min readTolga Oral
#hubspot#api-integration#revops
insights/why-your-sales-pipeline-data-is-broken.mdx
GTM Engineering
Why Your Sales Pipeline Data Is Broken
79% of sales orgs miss forecasts by 10%+. The problem isn't your reps—it's data entropy. Here's how to detect and fix it.
Dec 24, 202411 min readTolga Oral
#revops#data-quality#pipeline-management
insights/multi-touch-attribution-without-50k-platform.mdx
GTM Engineering
Multi-Touch Attribution Without a $50K Platform
Enterprise attribution tools cost $30-60K/year. Here's how to build warehouse-native MTA for under $500/month using dbt, Snowflake, and first-party tracking.
Dec 23, 202414 min readTolga Oral
#attribution#revops#dbt
insights/when-not-to-use-ai-agents-in-gtm.mdx
AI Agents
When NOT to Use AI Agents in GTM
95% of AI agent pilots fail to reach production. Here's a framework for knowing when agents help—and when they're an expensive liability.
Dec 22, 202413 min readTolga Oral
#ai-agents#gtm-strategy#automation
insights/automated-data-enrichment-beyond-clearbit-and-apollo.mdx
GTM Engineering
Automated Data Enrichment: Beyond Clearbit and Apollo
Commodity enrichment providers cover 60-70% of your data. Here's how to build a waterfall architecture that fills the gaps.
Dec 20, 202414 min readTolga Oral
#data-enrichment#revops#automation
insights/automating-lead-routing-with-n8n.mdx
Automation
Automating Lead Routing with n8n
How we reduced lead response times from 2 days to 5 minutes using n8n workflows. A technical breakdown of our lead routing architecture.
Dec 20, 20245 min readVerluna Team
#n8n#lead-routing#hubspot
insights/why-your-gtm-stack-is-bleeding-money.mdx
GTM Engineering
Why Your GTM Stack is Bleeding Money
Most companies are paying for 3x the tools they need while still having data gaps. Here's how to audit your stack and cut the waste.
Dec 18, 20246 min readVerluna Team
#gtm-strategy#revops#efficiency
insights/building-ai-agents-that-actually-work.mdx
AI Agents
Building AI Agents That Actually Work in Production
Most AI agent projects fail in production. Here's why, and the engineering patterns that make the difference.
Dec 15, 20247 min readVerluna Team
#ai-agents#automation#production