10 wks
faster to first production agent
$0 one-time
Go live faster. Revenue impact weeks earlier.
Time-to-First-Production-Agent
Today: 16 weeks to production with LangGraph. Fast to demo, longer to harden for enterprise.
With SAM: 6 weeks. Pre-built connectors, governance, and observability out of the box.
40%
less effort per new agentic scenario
$0/yr saved
Faster time to market. Engineers ship features, not plumbing.
Reusable, Composable Agents
Today: LangGraph agents share code but not runtime state. Reuse requires custom integration work.
With SAM: Legal agent built once, reused in reconciliation, research, origination.
20%
fewer tokens consumed
$0/yr saved
Lower run-rate. Predictable cost per use case.
Lower Model Spend at Scale
Today: LangSmith charges per trace/run. Costs scale with invocation volume, not just agent count.
With SAM: Per-agent pricing, unlimited runs. Shared events cut token waste at the source.
Zero
downstream system overloads
$0/yr risk avoidance
Operational resilience. No SLA breaches, no incident bridges.
Protect Your Systems of Record
Today: Agents call Salesforce, BambooHR directly. No platform-level governor.
With SAM: Broker-level throttling and enforced schemas protect every system.
$0
sunk pilot cost avoided
$0 one-time
Confidence to scale. Cut project risk and stuck pilots.
Avoided Sunk Pilot Cost
Today: LangSmith evals cover single agents. Multi-agent production gaps surface late.
With SAM: Multi-agent evals and telemetry surface blockers in weeks, not quarters.
1 mesh
across every jurisdiction
$0 one-time avoidance
Compliance by design. One platform team, not five.
Built for Global, Regulated Ops
Today: Separate stacks per region. IAM and routing managed outside the framework.
With SAM: One topic taxonomy expresses geography, tier, entitlements.