"Voice agents are a hard problem to solve. At 11x, engaging sales prospects instantly is critical! Using Ampersand, we cut Julian's (our AI phone agent) response time from 60 seconds to 5."
Muizz Matemilola,
Engineering @ 11x
Agent Integration Challenges
90-second lag turns a hot lead into a cold guest check.
Every new connector burns two sprints of precious Engineering time.
DIY APEX triggers melt when you onboard an enterprise customer.
90-second lag turns a hot lead into a cold guest check.
Every new connector burns two sprints of precious Engineering time.
DIY APEX triggers melt when you onboard an enterprise customer.
Billing events trickle in at quarter-close, so Finance closes the books blindfolded.
Refund webhooks land out of order, making churn dashboards a choose-your-own-adventure.
Support tickets pop in with the wrong owner, forcing reps into hot-potato mode while CSAT clocks tick.
"Instant" CX chatbots stall because last night's CSV import is still chewing through data.
Nurture emails fire late, so your promo lands right after the competitor's 20% discount.
Field-level logs scattered across five microservices turn a SOC request into a month-long scavenger hunt.
Let your agents focus on decisions, not data plumbing.
Why Ampersand?
One declarative SDK that gives you the LEGO blocks for bi-directional sync.
Customer-specific field mappings, no custom code, no brittle look-ups.
From Salesforce to Gong, Attio to JIRA, out of the box.
Survive traffic spikes without hitting API walls or losing data.
Ship faster with version-controlled manifests instead of one-off hacks and customizations.
Ship enterprise deals without compliance migraines. Unlike Unified APIs, we don't squat on customer data.
Developer Resources
Connect your AI agents with your customers' complex System of Record
Featured Article
Discover the latest insights on AI agent infrastructure and integration
Say goodbye to polling and delays. Ampersand's Subscribe Actions delivers sub-second Salesforce and HubSpot webhooks directly to AI agents—enabling real-time CRM sync, cleaner architecture, and machine-speed reactions.
Read the full blog
Connect your AI agents to your customers' enterprise stack.
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