PerciHub – Business Suite

AI Agents that act with intent, not guesswork.

We have already built a set of AI agents that plug directly into your SAP environment — and we build new ones built for your specific processes. Every PerciHub agent is contextually aware: it understands your industry, your data, and how your business runs, powered by FUTUROOT’s process intelligence layer.

PerciHub is Percipere’s business suite – a growing library of AI agents designed for the people who run finance, procurement, supply chain, and operations day-to-day.

Every agent in PerciHub already understands SAP. It already understands your processes. And with FUTUROOT’s process intelligence layer behind it, it understands the specific way your business operates — so it doesn’t just complete a task, it makes the right call.

The agents below are where we’re starting. We’re adding more all the time – and where your process needs something specific, we build it.

AI built for your industry. Not just your function.

Every industry runs SAP differently. PerciHub’s AI use cases are built around the specific processes, compliance requirements, and operational challenges of your sector — not generic automation that needs to be configured for your context.

Discrete Manufacturing

High-mix, high-volume production

AI-Enabled Demand Forecasting

Ingests sales history, open orders and seasonal patterns to auto-predict demand per SKU. Auto-generates Planned Independent Requirements (PIRs) in S/4HANA, reducing planner intervention significantly.

AI Capacity Planning & Load Levelling

Senses real-time work centre load from SAP production orders and shopfloor feeds. Proactively shifts lower-priority batches to remove bottlenecks before they occur.

AI-Driven Production Scheduling

Optimised sequencing of production orders using constraint-based AI for throughput and on-time delivery. Dynamic real-time rescheduling when materials are delayed, machines go down, or priority orders are inserted

AI-Enabled Quality Inspection

Automatic matching of actual inspection results against planned quality characteristics in SAP QM. AI classifies usage decisions — Accept, Rework, or Reject — without manual planner sign-off, based on deviation scoring.

Predictive Maintenance & Asset Health

Sensor data from CNC machines, routers, and assembly lines fed to ML models detecting wear and failure patterns. SAP PM maintenance notifications auto-raised before failure occurs, shifting from reactive to predictive maintenance.

AI Variant Configuration Advisor

Sales and customer service teams guided by AI to valid, margin-positive configurations across a high-volume SKU range. Surfaces historical order data to recommend best-selling finishes, sizes, and hardware combinations per customer segment.

Process Manufacturing

Batch, recipe and compliance-driven production

AI Batch Traceability & Genealogy

End-to-end batch lineage tracked in SAP — from raw material lot through blending and filling to finished goods and customer delivery. AI flags forward and backward traceability gaps before a recall scenario can escalate.

AI Shelf Life & Expiry Management

ML models predict remaining shelf life based on actual storage conditions, temperature, and humidity sensor data per batch. Proactive alerts when batches approach minimum remaining shelf life thresholds before they reach distribution.

AI-Enabled Quality Usage Decision

In-process and final inspection results auto-matched against recipe-level quality plans in SAP QM for every batch. AI recommends Accept, Conditional Release, or Reject based on spec deviation scoring — removing manual bottlenecks.

AI Recipe Optimisation

Analyses historical batch records to identify raw material substitution opportunities without compromising performance. Models what-if scenarios — substitute supplier, alternate formulation grade, adjusted mixing parameters.

AI Yield & Scrap Intelligence

Correlates process parameters — temperature, mixing time, pH, humidity — with yield variance across production batches. Identifies root causes of scrap at batch level: operator, raw material lot, equipment condition, or process deviation.

AI Regulatory Compliance Monitoring

Continuously monitors batch formulations against REACH, CLP, and regional chemical regulations as they change. AI drafts Safety Data Sheet (SDS) updates automatically when formulations change, accelerating regulatory sign-off.

Meal Prep Manufacturing

Perishable supply chain, fresh batch execution

AI Demand Forecasting

Integrates subscription data, website traffic, dietary trend signals, and social sentiment to predict weekly meal demand per SKU. Forecast drives MRP automatically, triggering procurement of fresh ingredients with correct perishable lead times.

AI Perishable Inventory & Shelf Life

Real-time shelf life tracking across all incoming ingredients — auto-alerts when items approach use-by thresholds. AI recommends menu substitutions when ingredients are near expiry to avoid waste without disrupting the production schedule.

AI Nutritional Compliance & Recipe QC

Actual versus planned nutritional values auto-validated using live weighing data at every portion and stage. Nutritional labelling auto-generated from batch actuals for regulatory compliance and customer-facing information.

AI Production Scheduling for Perishables

Schedules meal production in reverse from delivery date, respecting cold-chain windows and shelf-life constraints. AI sequences recipes across shifts to minimise allergen cross-contamination risk with intelligent line-cleaning rules.

AI Last-Mile & Delivery Optimisation

AI clusters delivery routes by postcode density, time-window commitments, and cold-chain distance constraints. Cold-chain breach risk scores assigned to each delivery slot based on weather forecasts, route length, and vehicle type.

AI Customer Preference & Churn Prediction

ML models score every subscriber by churn risk based on engagement patterns, skip history, and meal ratings. AI-triggered interventions — personalised menu suggestions and targeted offers — to re-engage at-risk customers.

Agro & Food Manufacturing

Seasonal crop cycles, poultry and sugar production

AI Crop Yield & Harvest Forecasting

Integrates satellite imagery, weather data, and soil sensor readings to forecast crop yield per field zone ahead of harvest season. SAP production planning auto-adjusted based on forecast crop availability per zone and variety.

AI Seasonal Demand & Commodity Forecasting

ML models trained on commodity price cycles, export demand trends, and domestic consumption patterns. AI-driven procurement strategy recommendations — forward contracts versus spot buying versus buffer stock holding.

AI Process Optimisation – Sugar Milling

Sensor data from milling, evaporation, and crystallisation stages fed continuously to AI optimisation models. AI recommends optimal temperature set-points and centrifuge parameters per incoming cane quality grade.

AI Poultry Health & Biosecurity Monitoring

IoT sensors track house temperature, humidity, CO₂ levels, and water consumption per flock in real time. ML models detect early health deviation patterns 48–72 hours before clinical signs appear – enabling early intervention.

AI Quality & Food Safety Compliance

Lab test results auto-matched against batch quality plans in SAP QM. AI usage decision engine: Accept, Rework, or Recall trigger based on pathogen test deviations and HACCP limits.

AI Procurement & Supply Chain Risk Intelligence

Supplier risk scoring based on delivery performance history, price volatility, weather events, and geopolitical signals. Proactive purchase requisition creation when AI detects supply risk breaching threshold, before shortage occurs.

Built on Joule Studio, n8n, LangChain, LangGraph, anad Azure AI Foundry.

Core AI — available across all packages

Joule AI Copilot

Natural language interface across S/4HC modules — finance transaction guidance, PO processing assistance, project cost queries, and period-end checklists, embedded across all modules.

Intelligent GL Account Coding

AI learns from historical AP posting patterns to auto-suggest GL accounts on supplier invoices. Reduces manual coding for high-volume subcontractor billing.

Duplicate Invoice Detection

ML model scans incoming invoices for duplicates based on vendor, amount, date, and reference — critical in EPC environments with many subcontractor partial invoices.

Smart Accruals

AI-assisted period-end accruals based on open POs and goods receipts. Reduces manual accrual calculation for project cost periods.

Cash Flow Forecasting

AI-driven cash flow prediction using open AR/AP and project milestone billing schedule. Particularly relevant for long-term EPC contract cash modelling.

Embedded Analytics AI Insights

Anomaly detection and variance highlighting within S/4HC Embedded Analytics. Auto-flags budget overruns, AR ageing outliers, and cost object variances.

Advanced AI — Plus & Premium packages

PerciEstimate AI Bid Engine

AI analyses historical EPC project actuals to generate pre-sales cost estimates and margin predictions for new project tenders. Learns from won and lost bids over time.

AI Resource & Capacity Optimisation

Matches engineer skills, certifications, and availability to project demand across concurrent EPC projects. Recommends optimal crew allocation.

Joule in SAC

Natural language querying on SAC dashboards — ask which projects are over budget and receive instant AI-generated analysis and visualisations.

Project Cost Anomaly Detection

S/4HC AI monitors project cost postings in real time. Flags unusual spend patterns, out-of-sequence postings, or budget threshold breaches to project managers.

Premium AI — Premium package only

SAC Smart Predict

Built-in SAC predictive model forecasts project cost at completion and margin erosion using actuals and committed costs.

SAC Smart Discovery

AI automatically identifies key cost drivers, outliers, and correlations across project cost and margin data — surfaces insights without manual configuration.

Joule in Sales Cloud

Sales Cloud AI copilot — AI call summaries on client meetings, next best action for tenders, win probability scoring on project opportunities.

AI Lead & Opportunity Scoring

Ranks EPC project opportunities by conversion likelihood based on historical win/loss patterns, client profile, and project type.

Smart Procurement Compliance Monitoring

AI monitors procurement transactions for policy deviations — flags non-PO spend, contract breaches, and SLA overruns on subcontractor service orders in real time.

Built on Joule Studio, n8n, LangChain, LangGraph, anad Azure AI Foundry.

PerciPlan

Supply chain demand planning is covered by PerciPlan – Percipere’s dedicated demand forecasting and planning solution built on SAP Analytics Cloud.

And we’re just getting started.

PerciHub is expanding its team with new agents in finance, procurement, supply chain, quality, and HR. If you have a manual or error-prone process, we may be able to automate it.

Every PerciHub agent is enriched by FUTUROOT’s process intelligence layer — giving each agent the contextual insight of your industry and your processes that makes the difference between automation and intelligence.

PerciHub is part of the PerciVerse.

PerciHub is one of five core offerings which together form PerciVerse, Percipere’s connected AI ecosystem for SAP. PerciVerse includes solutions for implementation, business intelligence, ongoing support, and purpose-built applications, with PerciHub positioned as the suite for intelligent AI agents built to work within SAP environments, alongside PerciXpert, PerciServe, PerciApps, and FUTUROOT.

Share your workflow challenges and see a live demo—experience how a PerciHub agent can improve your process or learn what it would take to build one for your needs.

What is PerciHub?

PerciHub is Percipere’s business suite – a library of AI agents built for finance, procurement, supply chain, and operations teams that plug directly into your SAP environment.

What agents are available in PerciHub right now?

Three agents are currently available: the Purchase Requisition to Purchase Order Agent, the Quality Inspection Agent, and the Bank Reconciliation Agent. New agents are being added regularly.

Can Percipere build a custom agent for our specific process?

Yes. Where an existing agent does not fit your process exactly, Percipere builds custom agents tailored to your specific workflows and SAP configuration.

What makes PerciHub agents different from generic AI agents?

Every PerciHub agent is contextually aware of your industry and your processes, powered by FUTUROOT’s process intelligence layer. This means they act with intent rather than following generic instructions – the PR-to-PO agent, for example, evaluates suppliers against your specific scoring criteria, not a generic model.

What technology do the PerciHub agents run on?

PerciHub agents are built on Joule Studio, n8n, LangChain, LangGraph, and Azure AI Foundry, depending on the agent.

How are PerciHub agents deployed?

PerciHub agents are typically deployed as part of a Percipere engagement. The deployment timeline varies by agent and SAP landscape configuration.

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