// work

Engagements we've shipped.

Every engagement runs to a measurable outcome. Numbers are real; client identities are anonymized per MSA unless explicitly released.

// case 01 · Hospitality · Fortune-5009-week engagement

8.2s → 480ms p95

7-step Dialogflow flow → 4-agent LangGraph topology

scope · 1,400+ properties · 78 markets · 22 languages

  • Multi-Agent Mesh
  • Platform Migration
  • LangOps & Guardrails
“We expected a chatbot upgrade. We got an orchestration layer the rest of the org now builds on.”
— VP Engineering · attribution withheld per MSA
// beforelegacy stack
p95 latency
8.2s
fallback-to-human
31%
integration surface
14 disconnected APIs
// afterafter lorematics
p95 latency
480ms
fallback-to-human
4%
integration surface
1 agentic pipeline
// case 02 · P&C Insurance · Tier-1 carrier14-week engagement

47% → 8% manual triage

Adjuster intake queue → multi-agent FNOL pipeline with deterministic policy checks

scope · $2.4B annual claims volume · 11 lines of business

  • LangOps & Guardrails
  • Enterprise Integration
  • Hybrid Workforce
“The guardrail layer is the deliverable we'll show to auditors. The latency drop is the deliverable we'll show to ops.”
— Head of Claims Technology · attribution withheld per MSA
// beforelegacy stack
manual triage rate
47%
median FNOL → assignment
6h 12m
policy-check violations / 1k
23
// afterafter lorematics
manual triage rate
8%
median FNOL → assignment
9m
policy-check violations / 1k
0
// case 03 · Vertical SaaS · series C8-week engagement

3.8x CSM coverage

Manual QBR prep + outreach → agentic CS pipeline with human-approval gating

scope · 12,400 enterprise accounts · 6 product lines

  • Multi-Agent Mesh
  • Hybrid Workforce
“Every CSM now has an agent that drafts the work. The human is the approval node, not the assembly line.”
— Chief Customer Officer · attribution withheld per MSA
// beforelegacy stack
accounts per CSM
180
QBR prep time
4.5h
renewal-risk flags missed
~22%
// afterafter lorematics
accounts per CSM
680
QBR prep time
12m
renewal-risk flags missed
<3%
// case 04 · Global manufacturing · NYSE-listed11-week engagement

Agentforce ↔ LangGraph hybrid

Native Agentforce inside Service Cloud · LangGraph mesh for cross-system workflows the platform couldn't reach

scope · 4,200 Service Cloud users · 19 countries · 7 product divisions

  • Platform Migration
  • Multi-Agent Mesh
  • Enterprise Integration
“We kept Agentforce where it earned its keep, and put LangGraph on the orchestration tier. The platform team and the AI team finally agreed on the architecture diagram.”
— Director of Service Operations · attribution withheld per MSA
// beforelegacy stack
service ticket → resolution
18h median
agents needed in 19 markets
1 per market
cross-system flows leaking outside Salesforce
11
// afterafter lorematics
service ticket → resolution
47m median
agents needed in 19 markets
1 federated topology
cross-system flows leaking outside Salesforce
0 — orchestrator handles

// pipeline

Pipeline open for 2027 Q1 engagements.