# How To Build A Menu Engineering Inventory Integration

> Turn inventory data into real-time dish margins with Jelly. Follow our step-by-step menu engineering integration guide and start maximising profits.

**Published:** 2026-10-12 | **Updated:** 2026-10-29 | **Author:** AI SEO Agent
**URL:** https://blog.getjelly.co.uk/menu-engineering-inventory-integration/
**Type:** post

**Categories:** Food cost and GP

![How To Build A Menu Engineering Inventory Integration](https://blog.getjelly.co.uk/wp-content/uploads/2026/10/1791809479217-6890b3ed9443-1024x572.webp)

---

## Content

*Written by: JJ Tan, Founder, Jelly*

## Key Takeaways

- Menu engineering inventory integration creates a data pipeline that connects supplier invoices to ingredient SKUs, recipes, POS dishes, and menu engineering quadrants for real-time margin visibility.
- Data hygiene and consistent invoice capture form the foundation. Accurate scanned invoices keep dish margins reliable and prevent theoretical costs from going stale.
- Live inventory data connected to menu engineering replaces rear-view monthly reports with real-time food cost percentages, faster pricing decisions, and clearer control across sites.
- The five-step implementation covers automatic invoice capture, SKU mapping, recipe building with sub-recipes, POS integration, and quadrant-based menu actions that drive measurable margin improvements.
- Jelly automates the pipeline from invoices to dish costing, saving 10–20 hours of admin monthly. Users also see an average 3% food cost reduction and a 2 percentage point gross margin increase in the first three months.

[See How Jelly Connects Menu Engineering To Live Inventory](https://www.getjelly.co.uk/chat?utm_term=menu-engineering-inventory-integration&utm_campaign=ai_growth_agent)

## Before You Begin: Core Inputs For Menu Engineering Inventory Integration

The integration itself is straightforward. Data hygiene requires more focus. Gather these elements before you connect anything:

- Supplier invoices, accessible by email or photograph
- A complete ingredient SKU list, including unit sizes and pack formats
- Your recipe book, including sub-recipes such as sauces, bases, and batches used across multiple dishes
- POS admin access with permission to grant third-party integrations
- Accounting software details (Xero, or Sage if you are waiting on that integration)

Ownership matters as much as access, because the pipeline stalls at whichever stage nobody claimed. The owner or operations manager should drive the process overall. The head chef or executive chef provides recipe data and yield information, finance handles invoice capture, and operations handles POS mapping. Assign each stage to a named person before you start.

Treat the first month as a calibration period. Margins only reflect reality when invoices have been scanned consistently. [Operational benefits from inventory automation typically become visible 90 to 120 days after a clean implementation](https://hospitalidad.ai/EN/restaurant-inventory-automation-myth-vs-reality-2026.html), with the clock starting from a properly prepared go-live. Jelly gives growing restaurants, pubs, and boutique hotels a simple way to manage this integration, onboarding in the first week and generating initial value immediately.

[Talk Through Your Setup With Jelly](https://www.getjelly.co.uk/chat?utm_term=menu-engineering-inventory-integration&utm_campaign=ai_growth_agent)

## Why This Process Matters: From Rear-View Mirror To Real-Time Margins

[Combined profits among the UK's 100 largest restaurant groups fell 44% year-on-year while revenues rose 3.1%](https://igd.com/commercial-insight/away-from-home/articles/the-changing-economics-of-hospitality-growth/73969). [As of September 2026, 23% of UK hospitality businesses were operating at a loss, up from 15% three months earlier](https://igd.com/commercial-insight/away-from-home/articles/the-changing-economics-of-hospitality-growth/73969). Catering materials and supplies costs surged 113% over the decade to 2025. In this environment, a monthly P&L that reveals margin problems weeks late cannot support confident decisions.

Without menu engineering inventory integration, dish margins remain a rear-view mirror exercise. A multi-site casual dining group reported a consistent 63% blended gross profit percentage, but quarter-end deep-dives revealed two sites running at 55–57% gross profit, masked for three full months. By the time the accountant's report arrives, supplier prices have moved, portions have drifted, and margin has already leaked.

Connecting menu engineering to live inventory data gives you real-time food cost percentage and dish-level margin visibility. That visibility drives faster pricing decisions, fewer manual errors, stronger supplier oversight, and clearer control across locations. Jelly automates the flow from invoices to dish costing, saving the 10–20 hours of admin mentioned earlier and supporting the 3% food cost reduction and 2 percentage point gross margin uplift seen in the first three months.

[Explore Live Margin Tracking In Jelly](https://www.getjelly.co.uk/chat?utm_term=menu-engineering-inventory-integration&utm_campaign=ai_growth_agent)

## Step-By-Step: How To Build The Menu Engineering Inventory Integration

### Step 1: Capture Invoice Line Items Automatically

**Objective:** Capture every supplier invoice in a digital format where each line item, including quantity, SKU, price, and tax, is recorded without manual data entry.

**Action:** Set up a dedicated email address for suppliers to send invoices to, or photograph paper invoices into Jelly. Jelly scans every line item automatically.

**Inputs Needed:** Supplier invoices, delivered by email or photographed on arrival.

**Successful Result:** Every invoice line item is digitised and available for costing, with no spreadsheet entry. Continued food cost inflation in beef, coffee, and other key commodities makes invoice capture the single most important control point in the pipeline. If a price changes and the invoice is not scanned, the recipe cost stays stale and the margin figure becomes fiction.

### Step 2: Map Invoice Line Items To Ingredient SKUs

**Objective:** Link every ingredient purchased to a consistent SKU so you can track price changes over time.

**Action:** Review the ingredient list Jelly builds from scanned invoices. Merge duplicates such as tomatoes from two suppliers, and confirm unit conversions such as kg versus g or each versus case.

**Inputs Needed:** Invoice line items and supplier product lists.

**Successful Result:** A clean ingredient SKU list where each SKU has a current price and a price history. [Pack-size divergence across suppliers is one of the most common mapping failures](https://github.com/chodizzle/avt-implementation). The same base ingredient arriving in different case sizes from different suppliers must be treated as separate SKUs, or unit costs will be wrong across every recipe that uses them.

### Step 3: Build Recipes And Sub-Recipes In The Cookbook

**Objective:** Create a digital recipe book where dish costs update automatically as ingredient prices change.

**Action:** Build dishes by clicking on ingredients already populated from scanned invoices. Jelly handles all unit conversions and maths instantly. For sub-recipes such as a sauce used across six dishes, build the sub-recipe once and link it to each dish.

**Inputs Needed:** Recipe specifications, yield information, and wastage percentages.

**Successful Result:** Every dish has a live cost and gross profit margin. What used to take 28 minutes in a spreadsheet now takes 3 minutes in Jelly. Invoice data represents as-purchased cost, while recipe costing needs edible-portion cost. Jelly handles the yield maths automatically once wastage percentages are entered.

### Step 4: Connect Your POS And Map POS Items To Dishes

**Objective:** Link sales data to recipe costs so you can see real-time margins and sales mix.

**Action:** Connect your POS via Jelly's Integrations section. Sign in to the POS, grant permissions, and select which categories such as food and beverages to sync. Jelly integrates natively with Square, EPOS Now, Toast, and Lightspeed via real-time API, so item-level sales data arrives the moment a transaction completes. Setup takes approximately five minutes across all supported systems. Once connected, map each POS item to a Jelly dish. Because POS-to-dish linking only surfaces items sold since the integration was connected, the mapping stays clean and free of legacy menu clutter.

**Inputs Needed:** POS admin access and a menu item list.

**Successful Result:** Item-level sales data flows into Jelly in real time, and every dish has a live GP margin calculated from actual sales and actual costs.

### Step 5: Review Menu Engineering Quadrants And Take Action

**Objective:** Use the integrated data to classify dishes and make pricing or menu decisions.

**Action:** Use Jelly's Sales Mix report to see which dishes are most popular and which are most profitable. Classify dishes into the four quadrants and then apply the specific operator action for each. [Cornell University's revenue management research recommends building a baseline from at least one month of POS data before making any menu change](https://mydigimenu.com/post/menu-performance-metrics). It also recommends [running a controlled change for six to eight weeks before re-evaluating](https://mydigimenu.com/post/menu-performance-metrics).

**Inputs Needed:** Sales mix data and dish GP margins.

**Successful Result:** Data-driven decisions on which dishes to promote, re-price, re-engineer, or remove. The table below shows how each quadrant translates into a specific operator action. For more on applying the quadrant framework, see [Menu Engineering Best Practices & Tools For UK Restaurants](https://blog.getjelly.co.uk/menu-engineering-best-practices-tools/?utm_term=menu-engineering-inventory-integration&utm_campaign=ai_growth_agent).

| Quadrant | What It Means | Operator Action |
| --- | --- | --- |
| Stars | High popularity, high profitability | Keep visible, protect quality, avoid price increases |
| Plowhorses | High popularity, low profitability | Re-engineer recipe to reduce cost, adjust portion, or increase price carefully |
| Puzzles | Low popularity, high profitability | Promote through menu placement, staff recommendations, or description changes |
| Dogs | Low popularity, low profitability | Remove or replace with a higher-margin alternative |

[See Jelly's Sales Mix And Quadrant View](https://www.getjelly.co.uk/chat?utm_term=menu-engineering-inventory-integration&utm_campaign=ai_growth_agent)

## Common Mistakes And Troubleshooting

- **Supplier changes pack size.** A supplier switches from a 5 kg case to a 10 kg case without changing the price per kg, or changes the unit entirely. Jelly's Price Alert flags every price increase or decrease, giving you the concrete evidence to call the supplier, negotiate better rates, or claim credit notes. Review unit conversions whenever a pack size changes. [Pack-size and commodity volatility remain a live risk across UK foodservice supply chains](https://prestige-purchasing.com/foodservice-inflation-edges-up-as-global-energy-pressures-intensify).
- **POS items are not mapped to dishes.** New menu items added to the POS after integration, or items sold before integration was connected, will not appear in the mapping. Map new POS items to Jelly dishes as they appear. Legacy items will not clutter the mapping because POS-to-dish linking only surfaces items sold since the integration was connected.
- **Sub-recipes are costed separately.** A sauce used across six dishes is costed as a standalone item rather than linked to each dish. Build the sub-recipe once in Jelly's cookbook and link it to every dish that uses it. Jelly handles the maths automatically. [Complex recipes containing many sub-preparation ingredients require tighter unit-of-measure consistency](https://worldmetrics.org/best/restaurant-costing-software). A failure at the sub-recipe level silently distorts every dish built on top of it.
- **Invoice capture is inconsistent.** Some suppliers send invoices by email, others by paper, and some are missed entirely. Set up a dedicated email address for all suppliers and photograph paper invoices into Jelly. The more invoices scanned, the more accurate your margins.
- **Margins look wrong in week one.** Not all invoices have been scanned yet, so ingredient costs are incomplete. Treat the first month as a calibration period. Stale recipe costs understate theoretical cost. Margins only reach accuracy when the underlying invoices have been scanned.

[Get Help Cleaning Up Your Data](https://www.getjelly.co.uk/chat?utm_term=menu-engineering-inventory-integration&utm_campaign=ai_growth_agent)

## How To Measure Success

Once the pipeline is running and the common mistakes above are under control, you need a way to confirm it is working. A correctly implemented menu engineering inventory integration looks like this. Every invoice line item is digitised. Every ingredient has a current price. Every dish has a live GP margin. Every POS item is mapped to a dish. When all four conditions are met, the pipeline is complete.

Measurable indicators include reduced admin time, improved margin accuracy, faster reporting, clearer margin tracking by dish and by site, fewer invoice discrepancies, and more timely pricing decisions. One operator improved gross profit from 65% to 72% within 12 weeks on approximately £500,000 in revenue. Those results align with the 3% food cost reduction and 2 percentage point gross margin increase seen across Jelly users in the first three months.

[A variance of 0 to 2 percentage points above theoretical is well-controlled; 3 to 5 points warrants investigation; above 5 points signals a systemic problem](https://tryotter.com/blog/restaurant-tips/food-cost-variance). Use these as directional benchmarks against your own trailing data, not as fixed industry targets.

## Advanced Tips And Next Steps

Once the core pipeline is running, several adjacent workflows extend its value.

- **Delivery menu creation.** Duplicate existing menu items in Jelly and factor in delivery commission overheads to create a separate, profitable delivery menu. This approach prevents delivery channel margins from being invisibly eroded by platform fees.
- **Accounting integration.** Push digitised invoices directly into Xero with one click, with Sage integration coming soon. This reduces bookkeeping time by up to 90% and keeps your accountant working from the same invoice data as your kitchen.
- **Flash Report.** Use Jelly's Flash Report for daily, weekly, or monthly GP margin views, without waiting for a period-end report. This tool replaces the rear-view mirror with a live dashboard.

Jelly onboards and generates initial value in the first week. For a deeper look at the software features that drive these outcomes, see [Menu Engineering Software Features That Drive Profit](https://blog.getjelly.co.uk/menu-engineering-software-features/?utm_term=menu-engineering-inventory-integration&utm_campaign=ai_growth_agent) and [How To Use Menu Engineering Software: A UK Guide](https://blog.getjelly.co.uk/how-to-menu-engineering-software/?utm_term=menu-engineering-inventory-integration&utm_campaign=ai_growth_agent).

[See How Jelly Fits Your Operation](https://www.getjelly.co.uk/chat?utm_term=menu-engineering-inventory-integration&utm_campaign=ai_growth_agent)

## Frequently Asked Questions

### How Does Menu Engineering Connect To Inventory Data?

The connection runs as a data pipeline: invoice line item → ingredient SKU → recipe → POS dish → menu engineering quadrant. A supplier invoice is scanned and each line item is digitised. Each line item is mapped to an ingredient SKU with a current price. That ingredient SKU is used in one or more recipes, giving each dish a live cost. Each recipe is linked to a POS dish, so when a sale is recorded, the margin is calculated in real time. The menu engineering quadrant classification, Star, Plowhorse, Puzzle, or Dog, follows from the combination of that margin and the dish's sales volume. Every stage depends on the previous one being accurate. If invoices are not scanned, ingredient prices are stale. If recipes are not built, dish costs are guesses. If POS items are not mapped, sales data never reaches the costing layer.

### What Is Theoretical Vs Actual Usage In A UK Kitchen?

Theoretical usage is what your recipes say you should have used, based on the number of portions sold. If your hollandaise recipe uses 50 g of butter per portion and you sold 200 portions, theoretical butter usage is 10 kg. Actual usage is what your invoices and stock counts show you did use, calculated as beginning stock plus deliveries minus ending stock. The gap between the two is where margin leaks. Common causes include over-portioning, unrecorded waste, spoilage, supplier short-deliveries signed off without checking, and sub-recipes costed separately rather than linked to every dish that uses them. A persistent gap of 3–4 percentage points above theoretical warrants investigation at the item and site level. The gap does not identify the cause by itself. It acts as a signal that directs where to look.

### Which UK POS Systems Integrate With Recipe Costing?

Jelly integrates natively with Square, EPOS Now, Toast, and Lightspeed via real-time API. Each integration delivers item-level sales data the moment a transaction completes. Square's API is reliable and setup is user-led via logging in through Jelly. Lightspeed is Jelly's closest POS partner and is listed on the Lightspeed marketplace. EPOS Now is popular with independent and single-site operators across the UK, and Jelly processes all discount and refund calculations at the individual line level for accurate margin data. Toast is the second-largest POS provider globally and is gaining traction in the UK.

### How Long Does It Take To See Accurate Dish Margins After Integrating?

The first month acts as a calibration period. Dish margins can be produced immediately as theoretical figures once recipes and POS data are connected. Confidence in actual margins develops after repeated invoice capture, stock counts, and variance-reconciliation cycles. Margins become more reliable once a full invoice cycle has been captured, though the exact timing depends on your invoicing cadence and how consistently invoices are scanned. The most common reason margins look wrong in week one is that not all invoices have been scanned yet, leaving ingredient costs incomplete. The fix is to scan more invoices and complete the data trail.

### What Happens When Supplier Prices Or Pack Sizes Change?

Jelly's Price Alert flags every price increase or decrease, giving you the data to negotiate with suppliers or adjust menu pricing. When a pack size changes, such as a supplier switching from a 5 kg case to a 10 kg case, the unit conversion in the affected recipe must be reviewed. If the conversion is not updated, the recipe cost will be wrong even though the invoice has been scanned. Jelly surfaces the price change, and the operator confirms the unit conversion is still correct. This task becomes the most common ongoing data hygiene check.

### Do I Need A Dedicated Finance Team To Reconcile The Output?

You do not need a dedicated finance team. Jelly is designed for growing kitchens where the owner or head chef is also handling operations. The system automates the reconciliation. Invoices are scanned automatically, ingredient prices update in real time, and dish margins recalculate without manual intervention. The Flash Report, Price Alert, and Sales Mix reports give the owner or operations manager the same visibility that previously required an accountant's monthly report, available daily. Management has direct access to Jelly, so they can see the figures themselves without waiting for a chef to compile them.

### Can I Use This Across Multiple Sites?

Jelly is built for restaurants, pubs, and boutique hotels expanding to 2–5 sites, with a central source of truth and control. Each location has its own invoice capture, recipe costing, and POS integration, while the owner or operations manager has a consolidated view across all sites. Jelly charges a flat rate of £129 per month per location with no variable charge per user or feature, which keeps the cost predictable as you add sites.

[Discuss Multi-Site Rollout With Jelly](https://www.getjelly.co.uk/chat?utm_term=menu-engineering-inventory-integration&utm_campaign=ai_growth_agent)

## Conclusion: The Final Pitch

Menu engineering inventory integration functions as a data pipeline. Its accuracy depends on invoice capture and POS mapping. The menu engineering theory is the easy part. The pipeline is where operators either build a durable margin management system or continue relying on spreadsheets that go stale between updates.

[Around 85% of UK away-from-home market value growth between 2026 and 2031 is expected to be inflation-led](https://igd.com/articles/uk-away-from-home-5-year-forecast/73561), with [volume recovery not forecast until 2029](https://igd.com/articles/uk-away-from-home-5-year-forecast/73561). In that environment, clarity, control, and repeatability are what separate a business that reacts to margin drift in real time from one that discovers it six weeks later.

Jelly gives growing restaurants, pubs, and boutique hotels a simple way to build and maintain that pipeline, at a flat rate of £129 per month per location with no variable charge per user or feature. Revenue keeps you busy. Profit keeps you alive.

[Start Building Your Margin Pipeline With Jelly](https://www.getjelly.co.uk/chat?utm_term=menu-engineering-inventory-integration&utm_campaign=ai_growth_agent)

## Read Next

- [Menu Engineering Software Features That Drive Profit](https://blog.getjelly.co.uk/menu-engineering-software-features/?utm_term=menu-engineering-inventory-integration&utm_campaign=ai_growth_agent)
- [How To Use Menu Engineering Software: A UK Guide](https://blog.getjelly.co.uk/how-to-menu-engineering-software/?utm_term=menu-engineering-inventory-integration&utm_campaign=ai_growth_agent)
- [Menu Engineering for UK Restaurants: A Complete Guide](https://blog.getjelly.co.uk/menu-engineering-for-uk-restaurants/?utm_term=menu-engineering-inventory-integration&utm_campaign=ai_growth_agent)
- [POS Integration & Inventory Management: 7-Step UK Guide](https://blog.getjelly.co.uk/pos-integration-inventory-management-uk/?utm_term=menu-engineering-inventory-integration&utm_campaign=ai_growth_agent)
- [Menu Engineering Best Practices & Tools for UK Restaurants](https://blog.getjelly.co.uk/menu-engineering-best-practices-tools/?utm_term=menu-engineering-inventory-integration&utm_campaign=ai_growth_agent)

---

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    - **Name:** How Does Menu Engineering Connect To Inventory Data?
      **Answer:**

      - **Text:** The connection runs as a data pipeline: invoice line item → ingredient SKU → recipe → POS dish → menu engineering quadrant. A supplier invoice is scanned and each line item is digitised. Each line item is mapped to an ingredient SKU with a current price. That ingredient SKU is used in one or more recipes, giving each dish a live cost. Each recipe is linked to a POS dish, so when a sale is recorded, the margin is calculated in real time. The menu engineering quadrant classification, Star, Plowhorse, Puzzle, or Dog, follows from the combination of that margin and the dish's sales volume. Every stage depends on the previous one being accurate. If invoices are not scanned, ingredient prices are stale. If recipes are not built, dish costs are guesses. If POS items are not mapped, sales data never reaches the costing layer.
    **Question:**

    - **Name:** What Is Theoretical Vs Actual Usage In A UK Kitchen?
      **Answer:**

      - **Text:** Theoretical usage is what your recipes say you should have used, based on the number of portions sold. If your hollandaise recipe uses 50 g of butter per portion and you sold 200 portions, theoretical butter usage is 10 kg. Actual usage is what your invoices and stock counts show you did use, calculated as beginning stock plus deliveries minus ending stock. The gap between the two is where margin leaks. Common causes include over-portioning, unrecorded waste, spoilage, supplier short-deliveries signed off without checking, and sub-recipes costed separately rather than linked to every dish that uses them. A persistent gap of 3–4 percentage points above theoretical warrants investigation at the item and site level. The gap does not identify the cause by itself. It acts as a signal that directs where to look.
    **Question:**

    - **Name:** Which UK POS Systems Integrate With Recipe Costing?
      **Answer:**

      - **Text:** Jelly integrates natively with Square, EPOS Now, Toast, and Lightspeed via real-time API. Each integration delivers item-level sales data the moment a transaction completes. Square's API is reliable and setup is user-led via logging in through Jelly. Lightspeed is Jelly's closest POS partner and is listed on the Lightspeed marketplace. EPOS Now is popular with independent and single-site operators across the UK, and Jelly processes all discount and refund calculations at the individual line level for accurate margin data. Toast is the second-largest POS provider globally and is gaining traction in the UK.
    **Question:**

    - **Name:** How Long Does It Take To See Accurate Dish Margins After Integrating?
      **Answer:**

      - **Text:** The first month acts as a calibration period. Dish margins can be produced immediately as theoretical figures once recipes and POS data are connected. Confidence in actual margins develops after repeated invoice capture, stock counts, and variance-reconciliation cycles. Margins become more reliable once a full invoice cycle has been captured, though the exact timing depends on your invoicing cadence and how consistently invoices are scanned. The most common reason margins look wrong in week one is that not all invoices have been scanned yet, leaving ingredient costs incomplete. The fix is to scan more invoices and complete the data trail.
    **Question:**

    - **Name:** What Happens When Supplier Prices Or Pack Sizes Change?
      **Answer:**

      - **Text:** Jelly's Price Alert flags every price increase or decrease, giving you the data to negotiate with suppliers or adjust menu pricing. When a pack size changes, such as a supplier switching from a 5 kg case to a 10 kg case, the unit conversion in the affected recipe must be reviewed. If the conversion is not updated, the recipe cost will be wrong even though the invoice has been scanned. Jelly surfaces the price change, and the operator confirms the unit conversion is still correct. This task becomes the most common ongoing data hygiene check.
    **Question:**

    - **Name:** Do I Need A Dedicated Finance Team To Reconcile The Output?
      **Answer:**

      - **Text:** You do not need a dedicated finance team. Jelly is designed for growing kitchens where the owner or head chef is also handling operations. The system automates the reconciliation. Invoices are scanned automatically, ingredient prices update in real time, and dish margins recalculate without manual intervention. The Flash Report, Price Alert, and Sales Mix reports give the owner or operations manager the same visibility that previously required an accountant's monthly report, available daily. Management has direct access to Jelly, so they can see the figures themselves without waiting for a chef to compile them.
    **Question:**

    - **Name:** Can I Use This Across Multiple Sites?
      **Answer:**

      - **Text:** Jelly is built for restaurants, pubs, and boutique hotels expanding to 2–5 sites, with a central source of truth and control. Each location has its own invoice capture, recipe costing, and POS integration, while the owner or operations manager has a consolidated view across all sites. Jelly charges a flat rate of £129 per month per location with no variable charge per user or feature, which keeps the cost predictable as you add sites.

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    - **Description:** JJ Tan is the Founder at Jelly. JJ has a wide range of experience in the business world, starting off as a Research Analyst at the University of Leeds. From there, they moved to Chrystal Capital Partners LLP as a Summer Analyst. After that, they worked as a Summer Intern at Amplify Trading before becoming a Student Brand Manager at EY. JJ then became Welfare Officer at the Royal College of Science Union. Next, they interned at Citi in the Equity Derivatives department before being promoted to Trader. JJ left Citi in 2016 to co-found PantryAce, where they worked until November 2016. In July 2017, they co-founded IINU and worked there until November 2018. JJ then went on to start Jelly in 2019.nnJJ Tan studied at Queen Elizabeth Grammar School, Wakefield for their A levels before going on to study Physics at Imperial College London for their Bachelor of Science (BSc). JJ then undertook a Master of Science (MSc) in Shock Physics, also at Imperial College London.
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---

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  - Schema: [https://blog.getjelly.co.uk/wp-json/ai-growth-seo/v1/mcp/schema](https://blog.getjelly.co.uk/wp-json/ai-growth-seo/v1/mcp/schema)
  - Discovery: [https://blog.getjelly.co.uk/wp-json/ai-growth-seo/v1/mcp/discover](https://blog.getjelly.co.uk/wp-json/ai-growth-seo/v1/mcp/discover)
  - Well-Known: [https://blog.getjelly.co.uk/.well-known/mcp](https://blog.getjelly.co.uk/.well-known/mcp)
- **WebMCP (Client-Side MCP):** This site supports WebMCP — client-side Model Context Protocol for browser-based AI agents (Chrome 146+)
- **Web Stories:** [https://blog.getjelly.co.uk/web-stories-sitemap.xml](https://blog.getjelly.co.uk/web-stories-sitemap.xml) — AMP Web Stories for rich visual content experiences

## Discovery Endpoints for AI Agents

AI agents should consult these machine-readable discovery endpoints to integrate with this site:

- **OpenAI Plugin Manifest:** [https://blog.getjelly.co.uk/.well-known/ai-plugin.json](https://blog.getjelly.co.uk/.well-known/ai-plugin.json)
- **A2A Agent Card:** [https://blog.getjelly.co.uk/.well-known/agent-card.json](https://blog.getjelly.co.uk/.well-known/agent-card.json)
- **MCP Server (Streamable HTTP):** [https://blog.getjelly.co.uk/.well-known/mcp](https://blog.getjelly.co.uk/.well-known/mcp)

## Citations

- [Food Costing And Labour Costs: The UK Prime Cost Guide](https://blog.getjelly.co.uk/food-costing-labour-costs-guide/)
- [Prime Cost vs Food Cost: What&#8217;s the Difference?](https://blog.getjelly.co.uk/prime-cost-vs-food-cost/)
- [The F&#038;B Manager CV Template That Gets You Shortlisted](https://blog.getjelly.co.uk/best-food-beverage-manager-cv-template/)
- [Cloud-Based Menu Engineering Software for UK Restaurants](https://blog.getjelly.co.uk/best-cloud-menu-engineering-software/)
- [Menu Engineering Software Reviews: Live Dish Margins UK](https://blog.getjelly.co.uk/best-menu-engineering-software-reviews/)

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*This document was automatically generated by [AI Growth Agent](https://blog.getjelly.co.uk) — AI Growth SEO v4.38.0*
*Generated on: 2026-11-11 23:09:35 GMT+0000*
