Architecture & AI · Paris → APAC

Valérian MENIN高少伦

Salesforce Lead Managing Architect and Salesforce-accredited Forward Deployed Engineer.

Salesforce architect, nine years in the ecosystem — and for the last two, putting AI into production. I lead Agentforce for Capgemini Financial Services France and sit on the Design Authority of an estate serving 28,000+ users.

Portrait of Valérian MENIN
Built and delivered for
  • Capgemini logoCapgemini
  • AXA logoAXA
  • Société Générale logoSociété Générale
  • BPCE logoBPCE
  • Bpifrance logoBpifrance
  • Covéa logoCovéa
  • Malakoff Humanis logoMalakoff Humanis
  • Odaseva logoOdaseva
  • Adenza logoAdenza
  • Capgemini logoCapgemini
  • AXA logoAXA
  • Société Générale logoSociété Générale
  • BPCE logoBPCE
  • Bpifrance logoBpifrance
  • Covéa logoCovéa
  • Malakoff Humanis logoMalakoff Humanis
  • Odaseva logoOdaseva
  • Adenza logoAdenza
  • SpringFive logoSpringFive
  • SNCF logoSNCF
  • Schneider Electric logoSchneider Electric
  • Disneyland Paris logoDisneyland Paris
  • Scaleway logoScaleway
  • Iliad Group logoIliad Group
  • Sephora logoSephora
  • LVMH logoLVMH
  • Shiseido logoShiseido
  • SKF logoSKF
  • InVivo logoInVivo
  • SpringFive logoSpringFive
  • SNCF logoSNCF
  • Schneider Electric logoSchneider Electric
  • Disneyland Paris logoDisneyland Paris
  • Scaleway logoScaleway
  • Iliad Group logoIliad Group
  • Sephora logoSephora
  • LVMH logoLVMH
  • Shiseido logoShiseido
  • SKF logoSKF
  • InVivo logoInVivo
28,000+Platform users
1 BN+Records governed
100+Integrated systems
70+Under technical authority
31Certifications
30+Countries in one programme
What I do

Architecture that has to hold,
and AI that has to ship.

Three things, repeatedly, at a scale where the mistakes are expensive.

Architecture at scale

Design Authority on a regulated estate of 28,000+ users, 1 billion+ records and 100+ integrated systems. Sharing and visibility, large data volumes, org consolidation, event-driven integration.

Sharing & visibilityLDVKafka

Agentforce & AI in production

Lead Agentforce for Capgemini Financial Services France. Among the first worldwide on Agentforce Voice and Salesforce Contact Center, and I run the demos at Agentforce World Tour Paris.

AgentforceData 360MCPRAG

Design Authority & audit

Technical referent for 70+ engineers, architects, analysts and consultants — teams that have spanned eight countries. I audit programmes I did not build and turn the findings into remediation plans — under GDPR and DORA.

Technical auditGDPRDORA
What I build

Accelerators, not slideware.

Both started as my own initiative. Both are Capgemini offers now — installed and used at clients.

Salesforce Booster

Audits an org, harvests its metadata and helps analysts and developers decide how to build: they describe the need, it proposes the design. 15+ agents, 50+ skills and instruction sets, assistant-agnostic — running today under GitHub Copilot and Claude Code.

My own initiativeCapgemini offer~100 consultants

OrgIntel

Reverse-documents an entire Salesforce org and renders a dependency graph the platform's own tooling cannot. The output is RAG-ready, so any LLM or MCP client can query how the org actually fits together.

See what it produces
My own initiativeCapgemini offerIn build
Product · in build

OrgIntel — the org documents itself,
and it costs nothing to run.

A local command-line tool that reads a Salesforce SFDX repository and writes back a verified knowledge base: one page per component, a complete dependency graph, and a corpus an AI agent can query directly. Reverse-documentation is pure code — no model, no prompt, no tokens, and nothing leaves the machine.

45,672Metadata files read
14,256Pages generated
42,222Dependencies mapped
0Tokens · network calls

Every reference, not just the declared ones

“Where is this used” finds what the platform registered. OrgIntel also finds what people hardcoded: an API name in a formula, a record type in a custom setting, a queue concatenated into a SOQL string, a component named inside a FlexiPage.

Impact analysisHardcoded strings

Parents and children, at once

A real cascade in both directions, as deep as you ask — not a one-level list you walk by hand. It ships as one self-contained HTML file that opens off a shared drive, with no server and no external script.

Depth-N both waysOffline viewer

A corpus an agent can actually read

Progressive disclosure by design: an overview, sharded indexes, then one page per component. An agent reads three small files instead of loading the org — which is what keeps the retrieval side cheap as well as accurate. Exposed read-only over MCP.

MCPFile-based RAG
Credentials

31 certifications, and the architecture ones matter most.

Application Architect, Platform Data Architect and Sharing & Visibility Architect, alongside the Agentforce and Data 360 track. Next: Salesforce System Architect, then CTA.

Salesforce Certified Application Architect
Salesforce Certified Platform Sharing & Visibility Architect
Salesforce Certified Platform Data Architect
Agentforce Forward Deployed Engineer Ready Practitioner
Agentblazer Legend
Salesforce Certified Agentforce Specialist