Now (this quarter)
A
Module A v2 — contextual memory + audit log
Conversation history surfaces in-thread. Every action logged for SOC 2.
N
Module N v2 — client research + slide deck
Outscraper + Crawl4AI enrichment. Auto-generated 6-slide deck alongside the proposal.
CMD
PULSE → Module N feedback loop
PULSE detects churn risk → Module N auto-generates retention pitch.
COUNCIL
Council 17-tool registry expansion
Adds: tool_run_audit, tool_pdpa_lookup, tool_quote_generate, tool_status_check.
Next (Q3 2026)
V
Module V v2 — Mandarin + Manglish + outbound dialer
Vertical templates: clinic, hotel, F&B.
E1
Module E1 — production MyInvois + accounting integrations
SQL Account, AutoCount, Xero, QuickBooks, Million.
DI
Module DI — Document Intelligence
Contract review, HR letters, SOP generation. SECONDARY_LLM only.
Y
Module Y — AI Hiring & Onboarding
JD generation, resume screening, offer letters. HRDF-aligned.
HO
Module HO 5+6 — PMS connector + OTA review hub
Cloudbeds + Mews + SiteMinder native.
LF
Langfuse self-hosted observability
Open-source LLM observability + OpenTelemetry across all modules.
Research (12-24 mo)
PI
Pricing Intelligence — Shopee/Lazada/PgMall/TikTok Shop MY
Live competitor pricing fed into Module N before proposal generation.
DSA
Digital Shelf Analytics
Search rank + share-of-shelf + content quality, daily.
ALT
Alternative Data for Bursa Malaysia
Job postings, app rankings, BM news sentiment.
IT
Influencer Tracking — TikTok MY / IG MY / Xiaohongshu
Halal-lifestyle category coverage.
SV3
Sovereign hardware-included deployment
Air-gapped on-prem with ONSET-managed hardware.