AI & Business Intelligence

Your data answers your questions.

YBNW One's intelligence layer is not a bolt-on analytics tool. It is built directly into the data layer — the same tables your modules write to are the ones the AI reads from, in real time, scoped to your workspace only.

Read-only AI data access Zero ETL delay Workspace-scoped queries 100% audit logged

Architecture

How the intelligence layer works.

The AI and analytics modules query your live operational database directly through a read-optimised view layer, instead of a separate warehouse fed by a nightly sync.

Single source of truth

All business data lives in one database, workspace-scoped via isolation. The intelligence layer reads from this same source — no duplication, no ETL pipeline to fail, no lag between a transaction happening and the AI knowing about it.

Workspace isolation

Every AI query runs inside the requesting user's workspace context, enforced at the database level. Even if the AI assistant were compromised, it cannot return another workspace's data.

Read-only enforcement

The AI connects via a role with no insert, update, or delete permissions. It cannot create records, modify data, or trigger any write operation — enforced at the database permission level.

Full audit trail

Every AI query and response is logged: user, timestamp, query text, response text, tables accessed. Logs are immutable and available to workspace administrators.

Permission-aware responses

The AI respects the requesting user's role permissions. A user without invoice access cannot retrieve financial data by asking the AI — permissions are checked before any query runs.

Real-time answers

The AI queries live tables directly, so answers reflect the current state of the business at the moment of the query — not yesterday's figure. Standard queries return in under 3 seconds.

Module: AI Assistant

Ask questions. Get answers from your own data.

The AI assistant is a natural-language interface to your business data. Type a question, get a structured answer sourced from live records.

What you can ask

"What is our current cash position?"
Returns opening bank balance plus confirmed AR inflows minus confirmed AP outflows within the current cash flow forecast window.

"Which projects are running over budget?"
Compares actual cost to budget across every project, returns all over-budget projects with variance sorted descending.

"Who hasn't completed mandatory training?"
Cross-references completion records against mandatory course assignments per role, with course name and days overdue.

"What is our pipeline value this quarter?"
Sums value × probability for every open opportunity closing this quarter — returns weighted and unweighted totals.

What the AI cannot do

Cannot modify data

Zero write access to any table. Cannot create invoices, approve requests, or update any record regardless of what it's asked.

Cannot access other workspaces

Isolation at the database layer makes cross-workspace queries structurally impossible — it cannot be prompted into revealing another tenant's data.

Cannot bypass permissions

A viewer-role user asking about payroll data gets permission-denied. Permissions are checked before constructing any query.

Cannot send data externally

Internal tool only. All outputs stay within the workspace session — no data transmission outside the platform.

Module: Predictive Forecasting

Forecasts built from your actual operational data.

Revenue forecast

Confirmed invoices due, plus CRM pipeline weighted by probability, plus recurring revenue from active contracts. Three lines: confirmed, probable, optimistic — updates in real time as pipeline changes.

Cash flow forecast

13-week rolling forecast. Inflows from AR due dates, outflows from payroll dates, AP payments, and PO delivery. Configurable low-balance alert threshold.

Headcount forecast

Current headcount plus active requisitions minus historical attrition rate, by department, for the next 6 months. Flags periods below minimum staffing.

Project completion forecast

Sprint velocity vs. remaining backlog, or task completion rate vs. remaining tasks. Flags overruns at least 2 sprints before the deadline — not after it's missed.

Procurement demand forecast

Stock depletion dates per SKU from consumption rate, with predicted reorder dates and total procurement spend forecast vs. budget.

KPI trajectory forecast

For KPIs with enough historical data, a trend line projects forward — identifying declining trajectories before they breach the warning threshold.

Domain Analytics

Pre-built analytics across every module.

Each business area ships with its own pre-built analytics view. No configuration required.

Financial analytics

Revenue by month, gross margin %, invoice aging, DSO, DPO, budget vs. actual by department and project.

Project analytics

Delivery rate, average overrun %, budget variance distribution, resource utilisation, EVM metrics (CPI, SPI).

HR analytics

Headcount trend, turnover rate, time-to-hire, cost-per-hire, absenteeism, training completion, pay gap by grade.

CRM analytics

Pipeline velocity, stage conversion rates, win rate by source/owner, average contract value trend, NPS trend.

Compliance analytics

Framework compliance % by month, open finding age distribution, current risk heatmap, DSAR response time.

Procurement analytics

Spend by vendor/category, PO approval cycle time, 3-way match exceptions, vendor score distribution.

Document Intelligence

Extracting data from documents automatically.

Receipt OCR

Expense receipts scanned on upload extract vendor, date, total, and tax amount — pre-populating the expense form. Cuts submission time from ~90 seconds to ~15.

Invoice extraction

Vendor invoices uploaded to AP are scanned for number, date, vendor, line items, and due date, pre-populating the record for three-way match.

Contract metadata

Contracts uploaded to DMS extract party names, effective and expiry dates, and value — pre-seeding the renewal alert calendar.

Document search

Full-text search across all document metadata and extracted content, respecting cabinet-level access — users only see documents their role permits.

Every answer your business needs is already in your data.

Book a demo and we will show the AI assistant, forecasting, and analytics modules working with a live workspace.