Industrial AI SaaS · pre-sales platform (prior role)

A pre-sales assessment platform that cut the enterprise sale to months

Delivered in a prior role · 50+ enterprise clients

Designed while leading the technical side of the commercial team at an industrial AI SaaS: a structured process assessment, an ROI simulation, and a personalized demo built from the prospect's own inputs. Used with 50+ enterprise clients, it shortened the sales cycle from 8+ months to two to four months and raised sales-process CSAT by 60%.

50+Enterprise clients assessed with the platform
2–4 moEnterprise sales cycle, down from 8+ months
+60%Sales-process CSAT
6.4×Modeled ROI, 7-month payback, on an example deployment

The platform automates the technical, high-friction stages of a manufacturing sale. A structured assessment scores the prospect's operation, an ROI simulator turns that score into a projected payback, and the system assembles a personalized demo from the prospect's own inputs — replacing artisanal pre-sales work with a repeatable, data-backed motion.

Used with 50+ enterprise clients across manufacturing and supply chain, it compressed a sales cycle that ran 8+ months into two to four months, because buyers were reasoning about their own numbers instead of a generic pitch — and sales-process CSAT rose by 60%.

On a representative deployment the modeled outcome was a 6.4× ROI paying back in seven months and a twelve-point gain in OEE — precisely the kind of result the assessment is designed to surface and the demo is designed to make credible.

Process assessment engineROI simulationLLM intakeSemantic matchingPersonalized demo generationCRM integrationDashboards & BI

From a floor assessment to a signed statement of work. Figures are from an example deployment's modeled outcome.

Flow · assessment → decision → sale

A floor assessment of the client's plant produces what the buyer needs to see — projected ROI, OEE gain, and the bottleneck found during mapping. A weighted decision framework scores the case, the decision is go, and the statement of work is signed: a cycle of two to four months instead of eight or more.

CLIENT PLANTFLOOR ASSESSMENTWHAT THE BUYER NEEDS TO SEEPROJECTED ROI · 6.4×7-MONTH PAYBACK (MODELED)OEE · +12 POINTSCAPACITY FREED WITHOUT CAPEXBOTTLENECK · LINE 2FOUND DURING FLOOR MAPPINGDECISION FRAMEWORKFINANCIAL IMPACT · 35%IMPLEMENTATION RISK · 25%TIME TO VALUE · 20%TECHNICAL FIT · 20%SCORE 8.6/10GOCONTRACT · SOWSIGNED:CYCLE: 2–4 MONTHS · BEFORE: 8+MAPPINGMAPPINGANALYSISANALYSISDECISIONDECISIONSALESALE

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