๐จ One of the hottest debates in Enterprise AI Tooling today
Horizontal AI vs. Vertical AI
Put simply:
โข When you optimize for generality, you lose specificity.
โข When you optimize for specificity, you lose generality.
After speaking with 100s of CX, Support executives, and their CIO / IT Tooling teams, weโve seen firsthand at AptEdge why generic, horizontal AI in Support Ticketing or CRM systems falls shortโand why a domain-specific, vertical AI approach unlocks real value in B2B support.
Hereโs a closer look at the key differences weโve seen between the two approaches in practice, in our segment:
๐ Depth Over Breadth
โข Horizontal AI: Handles broad, surface-level tasks like auto-tagging, routing, or generic FAQ responses.
โข Vertical AI: Embeds deep expertiseโunderstanding products, versions, custom configs, and nuanced integration issues.
๐ก Rich Signal Integration
โข Horizontal AI: Relies mainly on structured knowledge bases.
โข Vertical AI: Analyzes tickets, bug trackers, logs, incidents, and internal, external docsโgrounding every answer in your environment.
๐ง Agentic, Multi-Step Reasoning
โข Horizontal AI: Suggests links or simple fixes.
โข Vertical AI: Orchestrates full diagnostic workflowsโanalyzing data, testing hypotheses, validating resultsโjust like an experienced L3 Support Engineer.
๐งฉ Native Workflow Integration
โข Horizontal AI: Functions as an add-on or external layerโoften disconnected from the daily flow of work.
โข Vertical AI: Is embedded directly into ticketing platforms, knowledge bases, and diagnostic toolsโdelivering help, automation, and insight within the support team’s native environment.
๐ Continuous Learning with Human Oversight
โข Horizontal AI: Updated infrequently and siloed.
โข Vertical AI: Learns from every resolved caseโcompounding knowledge dailyโwhile your Support Engineers train, guide, and approve outputs within existing tools.
With Vertical AI, end users don’t โgo to the AIโโthe AI comes to them, working seamlessly inside the tools and workflows they use every day.
In Support, we continue to see vertical AI solutions winsโbringing precision, context, and a self-improving knowledge base that horizontal, one-size-fits-all tools canโt match.
If you’re a B2B Support team curious on how weโre putting this into action at AptEdge?
๐ Visit aptedge.io or reach out to any of our leaders and operating advisors.
Kusal De Silva, Monique Nguyen, Matt Foley, Richard Hubbard, Adam Savage, Gerald Hastie, Charles R. Coaxum, PMP, Steven Kennedy, Sean Stembridge, David Tirazona, Catharine Coleman, Chris Slaugh, Mark Roberge, Andi Vanetta Smith John Gleeson, Raghuram Madabushi, Sharath Keshava Narayana, Andrรฉs Pรฉrez Soderi, Ryan Gembala, Patrick Eggen.
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