AI demand and revenue forecasting
Predicts demand and revenue from internal and external signals so every plan is built on a live number, not last quarter's.
- Manufacturing
- Retail & ecommerce
- Financial services
The opportunity
Enterprise AI ROI Is Measurable.
Independent research shows where enterprise AI is creating measurable value. Use the benchmarks to understand the opportunity, then find the workflow that best fits your operation.
The evidence
What AI-Enabled Operations Can Return.
Revenue per employee at AI-first firms versus traditional peers
Of an end-to-end process handled straight-through once operations are rebuilt for agents
Long-run cost reduction from redesigning operations around agents, not tasks
Customer-lifetime-value uplift from agentic operations
Productivity for AI-first operators, with cycle times cut by up to 80%
Support-function savings in 18 months at one global technology company
the gap
The Opportunity Is Real. Execution Determines the Result.
The gap between a promising use case and production value is usually the operating system around the model: governed data, workflow integration, cost controls, and operator approval. ASI builds those foundations before the workflow scales.
See how the platform closes itof agentic AI projects will be cancelled by the end of 2027.
Of companies have not yet captured measurable value from AI.
proof by function
Independent Benchmarks by Business Function.
Each figure below is an independent industry benchmark.
Finance-team capacity unlocked for higher-value work
Improvement in forecast accuracy, with forecast variance and bias down 80%+
Inventory reduction in supply chains, with service rates up 5 to 15 points
Cross-sell and upsell uplift at a SaaS company, with churn down 25%
Support calls resolved by AI with no human agent, at an appliance maker
Customer-acquisition cost cut by an AI-first insurer
the use-case library
Find the Workflow Worth Proving First.
Explore 76 use cases across 17 functions, grounded in institutional research. Filter by function or search for the workflow your team needs to improve.
Showing 76 of 76 use cases
Driver-based planning and budgeting
Drafts plans and budgets off KPI driver trees and automated data feeds, so the cycle starts from a model instead of a blank sheet.
- Financial services
- Manufacturing
- Professional services
Variance analysis and commentary
Investigates the swing behind every variance and writes the first-draft commentary for the board pack.
- Cross-industry
Scenario and stress testing
Builds and stress-tests scenarios on demand rather than once a quarter, so leadership can price a decision the day it lands.
- Financial services
- Professional services
Predictive close and reconciliations
Recommends journal entries and reconciles balances continuously, so the close stops being a month-end crunch.
- Financial services
- Professional services
- Cross-industry
Statutory and annual report drafting
Drafts 10-K style reports and market commentary from prior filings and live data, leaving the team to review not assemble.
- Financial services
- Professional services
Invoice and document capture
Reads, classifies, and validates invoices and unstructured documents with built-in quality checks.
- Manufacturing
- Retail & ecommerce
- Cross-industry
Controls and error detection
Flags policy breaches and anomalies before they reach the ledger, with the audit trail attached.
- Financial services
- Insurance
Cash forecasting and FX hedging
Forecasts cash and models hedges to optimise the working-capital position across the balance sheet.
- Financial services
- Manufacturing
Tax provisioning
Calculates provisions and flags deferred-tax impacts proactively instead of at filing time.
- Financial services
- Professional services
Earnings and investor prep
Prepares earnings-call question and answer packs and reads investor sentiment ahead of the call.
- Financial services
- Professional services
Demand forecasting at SKU level
Forecasts demand across the whole catalogue and frees planners to work the exceptions that matter.
- Retail & ecommerce
- Manufacturing
Inventory and replenishment
Sets inventory targets and triggers replenishment automatically, with the buyer approving the exceptions.
- Retail & ecommerce
- Manufacturing
S&OP simulation
Builds scenarios, runs sensitivity analysis, and summarises KPIs for the integrated planning cycle.
- Manufacturing
- Retail & ecommerce
Disruption detection and re-sourcing
Scans for supplier disruptions, models the impact, and surfaces alternate suppliers before the line stops.
- Manufacturing
- Retail & ecommerce
RFP and contract drafting
Drafts RFPs and contracts and puts supplier and contract data one plain-language query away.
- Manufacturing
- Professional services
- Cross-industry
Supplier spend and risk analytics
Prioritises the suppliers that move savings and surfaces concentration and continuity risk early.
- Manufacturing
- Retail & ecommerce
Negotiation support
Prepares negotiation positions and, in narrow bounded cases, runs the commercial back-and-forth.
- Manufacturing
- Professional services
Should-cost modelling
Builds a bottom-up cost target from material indices, energy, and labour rates to anchor the negotiation.
- Manufacturing
- Cross-industry
Tail-spend consolidation
Categorises fragmented low-value spend and surfaces the consolidation and savings hidden in the long tail.
- Cross-industry
Intake and requisition orchestration
Takes the request in plain language, classifies it, and routes it down the right buying path automatically.
- Cross-industry
Contract analysis and comparison
Extracts and compares key terms across supplier contracts to flag price gaps and off-standard clauses.
- Cross-industry
- Professional services
Supplier ESG and compliance tracking
Consolidates supplier ESG and emissions data and tracks compliance with sustainability and sourcing goals.
- Manufacturing
- Retail & ecommerce
Route and last-mile planning
Generates route plans from live alerts and disruptions to protect timing, including the last mile.
- Retail & ecommerce
- Manufacturing
Logistics document handling
Drafts and reviews shipping and customs documents so freight moves without the paperwork drag.
- Manufacturing
- Retail & ecommerce
Freight and shipment Q&A
Answers order questions and generates shipping quotes from unstructured order and carrier data.
- Retail & ecommerce
- Manufacturing
Work-order and maintenance assistant
Guides work orders and maintenance from machine data and the manual, cutting reconciliation across channels.
- Manufacturing
BOM standardisation
Standardises bills of materials across sites and product lines so the data layer stays clean.
- Manufacturing
OEE and throughput lift
Lifts overall equipment effectiveness through AI-guided operations and earlier issue resolution.
- Manufacturing
Trend and demand sensing
Scans runway, social, and search signals to call rising styles and materials before the buy is committed.
- Retail & ecommerce
Generative product design
Turns a brief into digital concepts, mood boards, and fabric simulations, so design iterates without prototypes.
- Retail & ecommerce
Virtual sampling and fit
Runs sampling and fit on digital avatars, cutting the cost and lead time of physical prototype rounds.
- Retail & ecommerce
- Manufacturing
Assortment and SKU localisation
Tailors the assortment and SKU mix to each store and region from local demand and productivity signals.
- Retail & ecommerce
Lead generation and outreach
Finds high-potential accounts and drafts the first outreach so reps start warm, not cold.
- Professional services
- Retail & ecommerce
- Cross-industry
Proposal and RFP generation
Analyses the RFP and drafts the proposal, so reps spend their hours customising the win.
- Professional services
- Manufacturing
Next-best-action recommendations
Recommends the next move at each customer touchpoint and targets the highest-potential clients.
- Financial services
- Retail & ecommerce
Conversion-rate optimisation
Personalises offers, product recommendations, and checkout nudges off a unified customer graph.
- Retail & ecommerce
Autonomous virtual seller
Engages the customer end to end, recommends the next action, and progresses simple deals to close on its own.
- Retail & ecommerce
- Cross-industry
Real-time negotiation support
Listens on the live call, summarises it, and prompts the rep with the next best topic and offer.
- Financial services
- Professional services
Call coaching and deal review
Grades recorded calls at scale and coaches each rep on the argument and the next move.
- Cross-industry
- Professional services
Personal shopping agent
A branded conversational agent that styles the customer, personalises the basket, and supports post-purchase.
- Retail & ecommerce
Markdown and promotion pricing
Sets price and promotion timing in real time against demand, competitor moves, and sell-through.
- Retail & ecommerce
Content generation and localisation
Generates and localises campaign content across many markets from one brief.
- Retail & ecommerce
- Professional services
- Cross-industry
Demand simulation
Simulates demand to optimise inventory and marketing spend against the forecast.
- Retail & ecommerce
- Manufacturing
Campaign analytics
Turns campaign data into targeting and next-step recommendations, not just a dashboard.
- Retail & ecommerce
- Professional services
Discovery in AI shopping agents
Tunes product data and answer-engine presence so the brand surfaces inside third-party AI shopping assistants.
- Retail & ecommerce
Tier-1 resolution
Resolves common requests end to end and escalates the rest with full context attached.
- Retail & ecommerce
- Financial services
- Insurance
Agent assist
Coaches live agents, surfaces the right answer, and writes the post-call summary.
- Financial services
- Insurance
- Professional services
Self-service experiences
Answers from customer history and policy in natural language, so routine contact never queues.
- Financial services
- Retail & ecommerce
Clienteling and store associate assist
Hands the store associate the customer's profile, history, and next best action during the in-store visit.
- Retail & ecommerce
Churn prediction and win-back
Predicts churn and drafts the win-back before the customer is gone, not after.
- Financial services
- Insurance
- Retail & ecommerce
Lifetime-value scoring
Scores every customer for lifetime value so spend and attention go where they compound.
- Retail & ecommerce
- Financial services
Lifecycle messaging
Triggers the right message off the customer graph, not a fixed weekly blast.
- Retail & ecommerce
Retail-lending automation
Automates end-to-end loan processing with document recognition, fraud, and validation checks.
- Financial services
AML monitoring
Reads internal and external activity to cut false positives and speed investigations.
- Financial services
KYC and entity resolution
Resolves entities and runs sanctions and risk scoring in one interface instead of five.
- Financial services
- Insurance
Submission to underwriting
Turns submissions into a richer risk picture and hands the underwriter a decision to approve.
- Insurance
Claims triage and auto-adjudication
Triages claims into fast, routine, and complex, and auto-adjudicates the simple ones.
- Insurance
Catastrophe exposure modelling
Models portfolio exposure from weather and geospatial data ahead of the event.
- Insurance
Pricing assumption refresh
Refreshes pricing assumptions quarterly instead of annually, freeing actuaries for strategy.
- Insurance
Conversational FNOL intake
Captures first notice of loss by chat, voice, or photo, validates coverage, and confirms the loss context on the spot.
- Insurance
Claims investigation copilot
Estimates damage, surfaces coverage gaps, and drafts the investigation from prior outcomes and comparable claims.
- Insurance
Policy endorsements and servicing
Handles routine endorsements, renewals, and coverage changes automatically, routing exceptions to a human.
- Insurance
Leakage and subrogation detection
Watches claims and portfolio patterns to catch missed subrogation, overpayment, and coverage leakage early.
- Insurance
Coverage and limits recommendations
Recommends personalised coverage and limits from real-time risk signals to lift relevance and take-up.
- Insurance
Software delivery acceleration
Rebuilds the delivery lifecycle around AI coding tools rather than bolting them onto old flow.
- Professional services
- Cross-industry
Test and debug automation
Automates testing and debugging so engineers spend their time on design and judgment.
- Professional services
- Cross-industry
Data self-service
Answers data queries in plain language so the data team stops being the bottleneck.
- Financial services
- Professional services
Metadata tagging and cataloguing
Reads each dataset, infers its domain and meaning, and keeps the catalogue and business glossary current.
- Financial services
- Cross-industry
Data lineage and provenance
Traces every field from source to report, so a number can be explained and an audit can be answered.
- Financial services
- Insurance
Data quality monitoring and repair
Detects errors, duplicates, and drift, and proposes the fix before bad data reaches a model or a decision.
- Cross-industry
Master data reconciliation
Matches and merges duplicate customer, product, and supplier records across systems into one clean master.
- Manufacturing
- Financial services
Sensitivity classification and access
Classifies data by sensitivity and applies the access and privacy policy without a manual review of every field.
- Financial services
- Insurance
Agent-ready data preparation
Shapes, documents, and governs the data so agents can query it safely, the foundation the rest of the stack runs on.
- Cross-industry
Recruiting and screening
Automates sourcing, screening, and scheduling, while the people decision stays human.
- Professional services
- Cross-industry
Contract review and drafting
Reviews contracts and drafts documents, while nuanced and complex calls stay with counsel.
- Financial services
- Professional services
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Try a broader search or clear the filter.
Start with the Use Case That Can Prove Its Value.
A 90-day pilot takes one high-value workflow from discovery to production, supported by a governed data layer and measured against an agreed business KPI.
Figures on this page are drawn from BCG and other institutional research. They are industry benchmarks, not results ASI itself has delivered. ASI's own client outcomes are confidential and summarised on the case studies page.