Agentic Operations Platform

Operational intelligence,built on the point of sale.

GOLEM connects to the point-of-sale and back-office systems a business already runs. It forecasts demand, prepares ordering, pricing and staffing decisions, and executes them once an operator approves. One integration covers any POS and every location.

GOLEM AI · Operations consoleConnected
Summarise yesterday's trading.
Ask anything about the business
Revenue today
£4,920
Scenarios run
12,000
Awaiting approval
3

Integrates with the point-of-sale and finance systems already in use

SquareShopifyLightspeedCloverZettleSumUpEpos NowToastVendRevelTouchBistro
XeroQuickBooksSageStripeDeputyDojoWorldpayFreeAgentPlandayAdyenGoCardless
<0 min
Typical time to connect a POS
00:00
Daily plan delivered, every trading day
0%
Actions subject to human approval
0/7
Continuous monitoring of connected systems

The operating model

From fragmented systems to one governed operation.

Most small and mid-sized businesses run on disconnected tools, spreadsheets and the memory of a few key people. GOLEM consolidates that operating data, prepares the decisions that depend on it, and holds every action for approval.

Today

Data spread across disconnected tools
Ordering and pricing set by instinct
Knowledge held by individuals

With GOLEM

A single, consolidated operating record
Forecast-driven ordering and pricing
Every decision reviewed and logged

One system of record for operations

Sales, stock, pricing, staffing, supplier and cash data are consolidated into a single operating view. Questions are answered from the underlying systems, not from a report assembled the week before.

Institutional memory that stays with the business

Every promotion, supplier change, weather event and shift note is retained and used in subsequent forecasts. Operating knowledge accumulates in the platform rather than leaving with individual staff.

Judgement remains with the operator

GOLEM presents options together with the data and reasoning behind them. Operators review, adjust and approve. Nothing is executed without sign-off.

Platform

One integration. Four operating functions.

GOLEM connects to the systems a business already runs, models the business overnight, and provides a single place to operate it. Cloud-hosted by default, with private deployment available.

Integrates with existing systems

Connects to the POS, payment, inventory and accounting platforms already in use. No new hardware, and no replacement of the tools staff already know.

Models the business every night

Evaluates thousands of demand scenarios against actual sales history and prepares ordering, pricing and staffing recommendations before trading begins.

Consolidates every location

Each site receives its own plan. Results roll up so performance can be compared, standardised and acted on across the whole estate.

Holds every action for approval

Price changes, orders and rota adjustments wait for explicit approval, with the reasoning and a complete audit trail attached to each one.

Forecasting

The signals your baseline cannot see.

A week-on-week average misses the market, the weather and your own price tests. Switch the signals on and off to see what each one contributes to next week's demand.

Signals
GOLEM AI forecastBaseline average
0200400600800MonTueWedThuFriSatSunGOLEM AIBaseline+174 covers
Weather

Clear and 4°C above seasonal from Friday

Local events

Saturday street market, 11:00–16:00

Promotions

Midweek price test on three lines

Illustrative figures for a single site. Live forecasts are built from each business's own sales history and local conditions.

Governance

Nothing executes until someone approves it.

This is the 06:00 queue as an operator sees it. Adjust any recommendation, approve it, and watch it reach the audit log. Every action carries its reasoning and its expected impact.

Daily plan · 3 pending

Ordering agentAwaiting approval

Increase Saturday order across fast-moving lines

Saturday demand is forecast 18% above baseline. Current stock covers 71% of projected covers, with two lines projected to run out before 14:00.

£408margin protected
Pricing agentAwaiting approval

Reduce weekend discount depth on three lines

Discounts were applied to lines already selling at full rate last weekend. Demand elasticity on these lines is low; a shallower discount holds volume.

£444margin recovered
Labour agentAwaiting approval

Move one shift from Tuesday evening to Saturday midday

Tuesday evening is over-covered against forecast footfall, while Saturday midday is short by roughly one person for the market peak.

£95labour cost avoided

Session impact

£0

Expected impact from approved actions

Reviewed0 of 3

Audit log

  • Overnight modelling complete

    06:00:00

  • Approve a recommendation to write the first entry.

How it works

From integration to execution in three stages.

A single integration, an overnight modelling cycle, and a daily plan that waits for approval.

1Connect

One integration across every system.

GOLEM connects to the point of sale in use, alongside payment, inventory, supplier, accounting and scheduling tools. Operating data is consolidated into a single record that can be queried directly, in plain language.

POS and paymentsInventorySuppliersAccountingScheduling
2Model

Tomorrow's trading, modelled tonight.

Each night the platform evaluates thousands of demand scenarios using sales history, local events, weather and search trends. It produces recommendations for ordering, pricing, staffing and margin, with the supporting data attached.

Sales historyLocal eventsWeatherSearch trends
3Approve

Review the reasoning. Approve the plan.

The daily plan is ready by 06:00. Operators review, adjust or approve each recommendation. On approval, GOLEM executes: prices are updated, orders are sent and every action is written to the audit log.

06:00 daily planSingle-step approvalHuman-in-the-loopFull audit trail

Architecture

Rigorous underneath. Straightforward to operate.

Three components, each designed so that automation stays accountable to the people running the business.

Integrates with existing infrastructure

GOLEM connects to the POS, payment and back-office systems already in place and normalises the data automatically. There is no new hardware and no migration.

  • Native connectors for POS, payments, inventory, accounting and scheduling
  • A single query layer across every connected system
  • Cloud-hosted by default, with private deployment available
  • Full visibility into what the platform is doing and why

Outcomes

Measured outcomes, from a single site to a multi-location estate.

Across inventory, pricing, labour and daily operations, GOLEM works from actual sales and local conditions rather than industry averages.

Gross margin
+3–5 pts
Typical improvement within 90 days

Scale 0 to 10 pts

Waste and overstock
Up to 50%
Reduction in spoilage and dead stock

Scale 0 to 100%

Administrative time
60–100 hrs
Recovered per month across forecasting and ordering

Scale 0 to 120 hrs

Forecast accuracy
96–99%
Daily demand, measured at line level

Scale 90 to 100%

Figures reflect early deployments and vary by business, sector and data quality.

Why now

Three shifts have made this practical.

Operational AI of this kind was not viable for small and mid-sized businesses until recently. Three developments changed that.

Point-of-sale data is now accessible

Modern POS and payment platforms expose reliable, real-time APIs. Operating data that was previously locked inside proprietary systems can now be read and acted on.

Agents are dependable enough to act

Tool-using AI agents can reason over inconsistent operational data and take bounded actions under human approval, at a cost that is viable for smaller businesses.

Margins leave no room for error

Inflation, labour costs and price pressure have compressed margins. The businesses that hold their position will be those that make full use of the data they already generate.

Principles

Built to be trusted.

The commitments that shape how the platform is designed, deployed and operated.

A different architecture

  • An operating layer above the POS, rather than another reporting dashboard
  • Models that improve with each deployment while customer data stays isolated
  • Human approval designed into every workflow, not added afterwards

Grounded in existing operations

  • Works with the systems businesses already own; no new hardware required
  • Pays back through protected margin and recovered management time
  • Cloud-hosted by default, with private deployment for regulated or sensitive operations

Designed to scale

  • One integration layer that extends to any POS, sector or region
  • Operates a single site or a multi-location estate from one place
  • Supports growth from the first location to a national footprint

Request a demo

See the platform running on your own numbers.

A 30-minute session with the GOLEM AI team, using a sample of your sales data where available.

  • A walkthrough of the daily plan and the approval workflow
  • Integration options for your point of sale and back office
  • Deployment, security and data-handling questions answered

Tell us about your business

We respond within one working day. Prefer email? Write to contact@golemai.pro.

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