Pipeline that rolls up, forecasts that hold.

By Industry

1. Manufacturing Pipeline stages often include “Technical Evaluation” and “Sample/Prototype” phases that don’t exist in other industries. Deals can sit in technical validation for months while engineers test your product. Forecast by project delivery quarter, not purchase order date. Track long-lead items that require early commitment.

2. Healthcare Sales cycles are extremely long (6-18 months) with committee-based decisions. Stages should include “Value Analysis Committee” and “Clinical Evaluation.” Many deals are tied to fiscal year budgets, so timing accuracy matters more than probability. Pipeline concentration risk is high — a few large hospital systems dominate.

3. Education Budget cycles are annual and rigid. A deal that misses the July 1 budget window waits until next year. Build your pipeline around the academic procurement calendar. Stages should include “Budget Approved” and “Board Authorization.” Summer months are dead — adjust forecasts accordingly.

4. Retail Retail buying cycles are seasonal and tied to merchandise planning calendars. Pipeline for holiday merchandise closes by June. Stages include “Line Review,” “Planogram Approval,” and “Purchase Order.” Forecast by season, not quarter. Track sell-through rates from prior seasons to predict reorder pipeline.

5. Hospitality Pipeline is a mix of group bookings (events, conferences) and corporate contracts. Event pipeline is date-specific — if you don’t close by the event date, the deal evaporates. Forecast by event date, not close date. Track tentative vs. definite bookings separately. Cancellation rates are a key pipeline adjustment factor.

6. Construction Every deal is a project. Pipeline stages mirror the project lifecycle: Pre-bid, Bid Submitted, Shortlisted, Awarded, Contract Signed. Win rates on competitive bids are 10-25%, so you need massive pipeline coverage (5-10x). Forecast by project start date and track bid/no-bid decisions as a separate metric.

7. Real Estate Pipeline for developers is project-based (land acquisition through sell-out). For brokerages, pipeline is transaction-based with stages like Listing, Showing, Offer, Under Contract, Closed. Forecast by expected close month. Track days on market and price reductions as deal health indicators. Market conditions (rates, inventory) affect the entire pipeline simultaneously.

8. Agriculture Pipeline is seasonal and commodity-price sensitive. Equipment deals close before planting season. Input deals (seed, fertilizer) close in late winter. Forecast must account for weather disruptions and crop price fluctuations. A bad harvest in your territory can kill an entire quarter’s pipeline overnight.

9. Banking & Financial Services Loan pipeline is measured in volume and yield. Stages include Application, Underwriting, Approval, Documentation, and Funding. Track pull-through rate (approved loans that actually fund). Wealth management pipeline is AUM-based — forecast on assets under management, not fees. Regulatory changes can freeze entire deal categories.

10. Insurance Pipeline is policy-based with stages like Quote, Proposal, Binding, and Issuance. Renewal pipeline is as important as new business. Forecast retention rate separately from new policy acquisition. Catastrophe events can create sudden pipeline spikes (everyone re-shopping after a hurricane). Track loss ratio to ensure profitable growth.

11. Legal “Pipeline” is matter-based — potential cases or engagements. For contingency firms, forecast on expected settlement values weighted by win probability. For hourly firms, forecast on estimated matter hours. Stages include “Conflict Check,” “Engagement Letter,” and “Active Matter.” Track referral sources to feed future pipeline.

12. Government Pipeline is driven by the federal procurement calendar (Q4 “use it or lose it” spending), state budget cycles, and specific contract vehicles. Stages include “Pre-RFP Shaping,” “RFP Response,” “Evaluation,” and “Award.” Protests can delay awards by months. Track pipeline by contract vehicle (IDIQ, BPA, GSA Schedule).

13. Pharma Pipeline has dual meaning — drug development pipeline (clinical stages) and commercial sales pipeline (hospital formulary access). For commercial, stages include “Medical Affairs Review,” “P&T Committee,” and “Formulary Listed.” Forecast prescription volume, not deal value. Patent cliffs create revenue cliffs to forecast around.

14. Automotive Dealership pipeline tracks individual units (ups, quotes, test drives, finance applications, deliveries). Fleet pipeline tracks corporate accounts with stages like “Needs Analysis,” “Configuration,” “Bid,” and “PO.” Forecast by units and gross margin. Allocation constraints (inventory limits from manufacturer) cap what you can close regardless of demand.

15. Telecom Pipeline is measured in MRR/ARR for recurring services. Stages include “Site Survey,” “Solution Design,” “Proposal,” “Contract,” and “Provisioning.” Provisioning can take 30-90 days after contract signing — track revenue recognition timeline separately from booking. Churn creates negative pipeline that offsets new sales.

16. Media & Entertainment Ad sales pipeline follows the upfront/scatter model — big commitments made months ahead, leftover inventory sold closer to air date. Stages include “Media Plan Requested,” “Proposal,” “IO Signed,” and “Campaign Live.” Forecast on booked revenue vs. delivered revenue. Cancellation clauses mean “closed” deals aren’t actually guaranteed.

17. Energy & Utilities Project pipeline for energy infrastructure has 2-5 year cycles. Stages include “Feasibility,” “Environmental Review,” “Permitting,” “Financing,” and “Construction.” Regulatory approval is the single biggest risk to any deal. Forecast by megawatt for generation projects, by mile for transmission. Policy changes can create or destroy pipeline overnight.

18. Food & Beverage Pipeline tracks retail distribution gains — new stores, chains, or shelf placements. Stages include “Category Review Scheduled,” “Presentation,” “Authorization,” and “First Ship.” Forecast by distribution points (stores carrying your product) and velocity (units per store per week). Delistings create negative pipeline.

19. Logistics & Transport Contract pipeline tracks shippers with stages like “Lane Analysis,” “Rate Proposal,” “Trial Shipment,” and “Contract Signed.” Spot market pipeline is near-zero cycle time. Forecast on contracted volume vs. spot volume. Rate fluctuations make revenue forecasting harder than volume forecasting.

20. Nonprofit “Pipeline” is a gift pipeline — pledges and prospective major gifts. Stages include “Identification,” “Cultivation,” “Solicitation,” “Negotiation,” and “Stewardship.” Forecast on pledged dollars, expected fulfillment timeline, and pledge fulfillment rates. Capital campaigns have their own pipeline with multi-year pledge schedules.

21. SaaS / Technology Pipeline metrics are well-established: ARR pipeline, weighted pipeline, and forecast by new, expansion, and renewal. Stages are standardized (SAL, SQL, Discovery, Demo, Proposal, Negotiation, Closed). Track pipeline generation rate, pipeline velocity, and stage-to-stage conversion. Product-led growth adds self-serve pipeline that behaves completely differently from sales-assisted.

22. Professional Services Pipeline is project-based. Stages include “Opportunity Identified,” “Scoping,” “Proposal,” “Negotiation,” and “SOW Signed.” Forecast on total contract value and monthly resource utilization. The constraint is often capacity, not demand — you might have pipeline but lack the consultants to deliver it. Track sold-but-not-started backlog.

23. Defense & Aerospace Pipeline is dominated by large, multi-year programs. Stages align with government acquisition milestones (sources sought, draft RFP, final RFP, proposal submission, evaluation, award). Win probability is low (often 20-30% on competitive bids). Forecast by program year funding. Congressional budget actions can add or kill pipeline with no warning.

24. Mining Pipeline for mining equipment and services correlates with commodity prices. When iron ore is at $150/ton, every miner is buying. At $80/ton, pipeline evaporates. Stages include “Mine Planning,” “Feasibility,” “Board Approval,” and “Procurement.” Forecast by commodity exposure and include a sensitivity analysis for price fluctuations.

25. Chemicals Pipeline tracks new formulation approvals and volume contracts. Stages include “Sample Request,” “Lab Trial,” “Plant Trial,” “Qualification,” and “Supply Agreement.” Qualification alone can take 6-12 months. Forecast on contracted volume times price. Raw material cost volatility means margin forecasting is as important as revenue forecasting.

26. Textiles & Apparel Pipeline follows fashion seasons — Spring/Summer and Fall/Winter, plus any pre-season and resort collections. Stages include “Design Collaboration,” “Sample Approval,” “Order,” and “Production.” Forecast by season, not by quarter. Minimum order quantities and fabric availability constrain what can close.

27. FMCG Pipeline is retail distribution — shelf space wins and new account openings. Stages include “Buyer Meeting Scheduled,” “Category Review,” “Authorization,” and “Shipment.” Forecast on distribution-weighted volume. Promotional pipeline (temporary displays, features, ads) is separate from base distribution pipeline.

28. Electronics Pipeline tracks design wins — getting your component specified into a customer’s next product. Stages include “Design Evaluation,” “Prototype,” “Design Win,” “Mass Production.” The design win is the critical milestone — once won, revenue follows for the product’s life. Forecast by design-win pipeline value and expected production ramp schedule.

29. Oil & Gas Pipeline is tied to E&P capital budgets and rig counts. Stages include “Well Planning,” “AFE Approval,” “Drilling,” and “Completion.” Forecast by basin and well type. Commodity price sensitivity means building three forecasts: base, upside, and downside. Service companies track pipeline by equipment utilization rate.

30. Jewelry & Luxury Pipeline is relationship-driven with high-net-worth clients. Stages include “Client Introduction,” “Consultation,” “Custom Design,” “Approval,” and “Delivery.” Forecast on average transaction value and client visit frequency. Seasonal spikes around holidays, engagement season, and auction events. Bespoke/custom work has longer cycles than retail purchases.

ERP•AI & Proto

ERP•AI: The CRM Opportunity doctype supports custom sales stages, probability fields, weighted pipeline calculations, and comprehensive reporting. Pipeline dashboards, forecast snapshots, and deal activity timelines are built in. Integration with Quotation and Sales Order doctypes provides closed-loop reporting from pipeline to revenue.

Proto: Proto agents handle pipeline and forecasting through the ORAI cycle — Observing deal activity and stage movements across the pipeline, Reasoning about deal health and forecast risk based on patterns in the data, Acting by flagging stalled deals and generating forecast recommendations, and Iterating by learning from forecast accuracy over time to improve predictions.