Marketing, runas a self-learning system.

UCIP unifies real orders, market data and social signal on one platform. The system identifies which lever actually drives sales, proposes actions inside safe limits, then checks every result against real orders.

Measured on real orders
Data layers4signal groups
Lead time~1 weekconversation → sales
Checked againstReal ordersthe ground truth
Approver1-tapbefore every action
operations · liveGMT+7 · Ho Chi Minh
Why did sales change?Confidence82%
Winning leverCreator post
Conversation leads sales (~1 week)
Conversation lead (t-1)~1 weekReal sales
Uplift vs holdout group
Hit+8.4%
Measured on real orders · 10% holdout

A data-first operating loop

Continuous learning loopDecision runs continuously
Signal update
Data Signal & Measure
01
Insight & Suggestions
02
Decision & Activation
03
Measure & Commerce Validation
04
Learning
05
  1. 01What do we observe?

    Data Signal & Measure

    Observe reality and collect data — social market, e-commerce market, brand activity and first-party commerce — then detect and standardize the signals.

  2. 02What does it mean — what could we do?

    Insight & Suggestions

    Interpret what the signals mean for the brand, category and commerce, and turn them into actionable suggestions. No decision is made here.

  3. 03What do we decide and activate?

    Decision & Activation

    The operator decides which suggestion to run, then activates it — campaign, creator, commerce or promotion — to change market behavior.

  4. 04Did it actually work?

    Measure & Commerce Validation

    Validate the result against real commerce with a two-tier check: market movement, then the first-party business outcome — sales, orders, payout.

  5. 05What did we learn?

    Learning

    Turn the result into knowledge: update signal confidence and feed the next iteration with what actually worked.

The system points the direction — it makes no promise of an exact forecast.

Conversation leads sales by about a week.

01

Noise removed

The social-driven uplift is separated from seasonality and the campaign calendar via a partial rank correlation.

02

Checked on real orders

Social is a 3rd-party signal; the truth is always the brand’s 1st-party orders.

03

No guess without a basis

Below the confidence threshold the system makes no proposal — instead of a number it cannot stand behind.

Conversation lead (t-1) vs real ordersConversation leadReal orders
~1 week
Why did sales move?
Sales4,28 tỷ
=
Traffic
×
Conversion rate
×
Order value

Decompose sales into three measurable parts — see what lifted and what dragged.

Four data signals feed the loop.

Three inputs, one truth out
First Party Data1st-party
E-commerce Market Data3rd
Social Market Data3rd
Unified · UCIP
Measure SpineEvery number checked against real orders
3rd

Social Market Data

What people think, say & share

SocialHeat · 3rd

Conversation, sentiment and share of voice across social — a leading signal that runs about a week ahead of orders.

Conversations · Sentiment · Share of Voice · Creators

buzz · 14d↑ leading
3rd

E-commerce Market Data

What people buy & how the market moves

EcomHeat · Creator Commerce

Share, competitors and category pricing from an ecom panel. Labelled "3rd · estimate", never mixed into first-party KPIs.

Market share · Category growth · Pricing · Product ranking

share of market · est.
Your shop34%
Competitor A27%
Competitor B18%
1st

Brand Intervention Data

What the brand does

Activation · holdout · spend

Campaign calendars, budget, promotion mechanics and holdout groups. First-party context for deciding what to activate and how to measure it.

Media spend · Creator activation · Promotion · CRM trigger

campaign · 1st-partyactive
Spend42%
Lift+8%
Holdout10%
1st

First Party Data

What customers do with us

Shopee · TTS · Lazada

Real orders from Shopee, TikTok Shop, Lazada and POS. This is the truth every recommendation is checked against.

Revenue · Orders · GMV/NMV · Retention · CLV

orders · 1st-partyground truth
Shopee1.842.300.000 ₫
TikTok Shop1.629.510.000 ₫
Lazada0.809.810.000 ₫
Synced directly from
TikTok ShopShopeeLazadaPOS · OfflineSocialHeatEcomHeatCreator Commerce

The platform beneath the loop.

Bronze → Silver → Gold

Unified data layer

Ingest 3 marketplaces + POS, normalize schema, materialize daily KPIs.

Bronzeraw_events
Silvernormalized
Golddaily KPI
IdempotentMedallionDeterministic replay
GMV / NMV / payout

Formula-based reconciliation

GMV, NMV, payout cross-checked XLSX · silver · ledger. Deltas surfaced.

GMV · T-1Δ 0.02%
XLSX4.281.620.000 ₫
Silver4.281.620.000 ₫
Ledger4.280.769.500 ₫
GMV / NMVPayoutAudit-grade
Up to 20 brands / org

Multi-brand workspace

Each brand is an isolated partition. RLS enforced, per-brand credentials.

Brand · Retail62%
Brand · Beauty24%
Brand · F&B14%
RLSPer-brand keysScoped roles
Provider per org

Vietnamese-first AI

Briefings and anomalies in Vietnamese. Provider chosen per organization.

Morning briefing · 06:30 ICTAI

Yesterday's GMV reached ₫4.28B, 12% above plan. Shopee led growth on the 9–11 flash sale. SKU SP-238 has 14 days of stock left — reorder suggested.

Vietnamese
Pluggable LLMVietnameseBudget cap

Decisions get approved, numbers can be audited.

Governance gate
Propose01
Approver02
Safe limits03
Check vs real orders04

Governance gate

Every action passes a human approver, runs inside safe limits, with a stop button.

Checked on real orders

Every recommendation is re-measured on 1st-party orders — the system never grades itself.

Row-level security

RLS enforced on every org/brand table.

Envelope encryption

Per-brand encrypted creds, versioned keys.

Audit log

Every change logged immutably per org.

Integer VND

Integer — no floats, no rounding drift.

Ready for the executive team.

Sign in to see the system run live, or get in touch to prepare a workspace for your brand.

YNG Unified Commerce