Atypical Blog
Engineering, product and ideas.
The Invoice Reconciliation Agent: How AI Closes the Gap Between What Was Ordered and What Was Billed
Why AP teams still match invoices by hand — and what it costs them. A mid-market team processing 2,000 invoices a month spends 300–500 hours on manual three-way matching. How an AI agent runs the control on every invoice, what it takes to build, and where it genuinely saves time versus where it just moves the bottleneck.
The Order Review Agent: Automating Signed-Opportunity Review Between CRM and ERP
An AI agent reviews every signed opportunity continuously — field checks, contract-versus-system dates, ERP referential integrity — and escalates only real findings.
Heroku Connect vs Celigo vs MuleSoft vs Stacksync: An Integration Architect's 2026 Decision Framework
Heroku Connect vs Celigo vs MuleSoft vs Stacksync in 2026: each fits a different sync stack. Decision framework with capability and cost matrices.
Heroku Connect After Salesforce's 2026 Sustaining-Mode: A Migration Guide for Salesforce Architects
Heroku is in sustaining mode after Salesforce's Feb 2026 announcement. What it means for Heroku Connect, the EOL timeline, and a 6-step migration plan.
Salesforce Change Data Capture vs Heroku Connect: Why CDC Alone Isn't Enough for Real-Time Operational Sync
Salesforce CDC streams events; Heroku Connect maintains a Postgres replica. Architecture comparison and what production-grade CDC actually requires.
Build vs Buy: Replacing Heroku Connect with Debezium, Airbyte, or a Managed Sync Platform
With Heroku in sustaining mode, teams are weighing self-hosted CDC (Debezium, Airbyte) vs managed platforms. Costs, tradeoff, 90-day vs 14-day timelines.
Salesforce to Snowflake Real-Time Sync Without Heroku Connect: A Direct Path for RevOps and Analytics Teams
Heroku Connect can't write to Snowflake. RevOps teams comparing Data Cloud zero-copy, batch ELT, and real-time CDC for sub-minute Salesforce-to-Snowflake sync.
Internal chatbots for ERP data: grounding conversational AI
The hard part is not the conversation. It is that the answer has to be true, and only for the person asking.
AI agent for inventory exceptions and stock discrepancies
A discrepancy found at the pick face is an operational annoyance. The same one found at the customer is a refund, a review and a lost account.