Pipeline dollars per day
Use opportunities, deal value, win rate, and cycle length to see how much revenue the pipeline creates each day.
Revenue gaps fixed with AI systems
Fix the revenue path where buyers get stuck.
Start with the slow follow-up, broken handoff, weak offer page, messy CRM, or blind spot your team already knows is costing money. We find the gap, prove the route, and build only what can move the number.
Documented receipt
$1.95M
per month
The Flower Shop revenue proof, not a slide-deck claim
Search system
1,100+
GreenSoul ranking keywords from compounding content work
Operations proof
$27M
per year
Purple Lotus revenue operations case file
Audit rule
1 path
one buyer path chosen before anything gets built
One offer, one job
Most teams do not need more AI ideas.
They need one broken revenue path fixed.
Leads are not followed up fast enough. Sales teams waste time on the wrong prospects. Website traffic does not turn into calls. CRM data is messy. Marketing cannot prove what is working. The Revenue System Sprint fixes one of those problems at a time.
Instead of
Scattered AI work
We ship
One usable revenue system
Pick the number
We do not sell AI. We sell movement.
The work starts by choosing the business number that exposes where money is getting stuck. If the number cannot be translated into revenue, margin, acquisition cost, or retained customer value, we do not build around it.
Qualified pipeline coverage
Measure qualified open pipeline against the next-period revenue target so growth gaps show up before the month closes.
CAC payback
Connect acquisition spend, close rate, deal value, and gross margin so the business knows when new customers pay back.
Revenue per qualified opportunity
Track closed-won revenue divided by qualified opportunities so sales quality, offer match, follow-up, and close rate are judged together.
Contribution margin per order or deal
Tie conversion, AOV or deal size, discounting, fulfillment cost, fees, returns, and acquisition cost to the dollars the business actually keeps.
Repeat purchase / expansion revenue
Measure reorder, retention, upsell, or expansion dollars from existing customers before buying more demand.
What gets built
Strategy, agents, and custom systems in one focused build.
01
Revenue audit
We map the funnel, CRM, follow-up, traffic, and handoffs to identify the highest-leverage fix.
02
AI strategy map
We define the revenue metric, the system architecture, the decision rules, and the minimum build required.
03
AI agent or automation workflow
We deploy the agent, handoff logic, enrichment, qualification, follow-up, or workflow layer that moves the number.
04
CRM and data integration
We connect forms, chat, calendar, CRM, attribution, notifications, and dashboard events.
05
Conversion path repair
We improve the page, form, script, message, or handoff where buyers are getting stuck.
06
Dashboard and handoff
You see what we see: starts, submissions, booked calls, qualified leads, and the agreed revenue metric.
Who should apply
Readiness matters.
- You already have traffic, leads, customers, or sales activity.
- You can name the revenue metric you want to move.
- Your team can make decisions quickly and give access to the stack.
- The upside of fixing the problem is worth more than the project.
Who should not
We are not the right team for vague experiments.
- Pre-revenue startup with no funnel volume.
- Team shopping for generic AI tool recommendations.
- Company that cannot connect us to CRM, analytics, or decision-makers.
- Business without a metric that matters enough to measure weekly.
Client proof
Receipts behind the numbers.
Cannabis retail
The Flower Shop
$1.95M/mo
Monthly revenue case study with organic, SEO, and multi-state growth context.
Organic growth
GreenSoul
1,100+
Ranking keyword proof for content, search, and compounding traffic systems.
Documented proof
Purple Lotus
$27M/yr
Documented cannabis revenue operations proof.
Next step
Find the revenue gap.
We will look for the revenue gap, name the outcome worth improving, and tell you whether a focused build makes sense. If the path is too vague or the upside does not clear the work, we will say no.
Quick answer
What does Conversion System do for B2B SaaS at $5-50M ARR?
Conversion System is an AI agency that finds the broken revenue path in your funnel, proves the gap with a 12-minute benchmark, and ships the AI agents, CRM automations, dashboards, and per-post attribution layers that move one named metric. The 30-page benchmark report scores teams across 10 dimensions of AI marketing maturity; the top three predictors of pipeline impact are workflow orchestration (15% weight), ROI measurement (12% weight), and per-post attribution (11% weight). 8% of marketing teams currently orchestrate AI workflows end-to-end across tools and teams (NinjaCat 2026 AI Maturity in Marketing). The rest are buying tools that sit in isolation.
Methodology
How we source the claims on this page
The receipts on this page are named clients with named outcomes inside specific date ranges. The Flower Shop revenue figure ($1.95M / month) is the monthly recurring revenue produced after the orchestrated AI workflows we built for them shipped in 2025. The Purple Lotus engagement ($27M / year) is the documented annual revenue post our operations rebuild. GreenSoul's 1,100+ ranking keywords trace to the SEO/GEO content engine we operate against the editorial guardrails in docs/blog/editorial-guardrails.md.
The 8% benchmark statistic is from a third-party report; the receipts are first-party engagements. We separate the two sources of authority deliberately so a finance lead can audit each independently. Where a stat appears with a vendor or analyst attribution, the linked source is the primary publisher (not a marketing blog).
Primary sources
- NinjaCat 2026 AI Maturity in Marketing report. survey of 1,000 marketing teams, Q1 2026
- McKinsey Marketing & Sales Operations. reference framework for revenue-operations maturity
- Harvard Business Review on decision rights. decision-rights model applied to workflow ownership
- Conversion System editorial guardrails. voice + sourcing rules for every claim we publish
Last updated: 2026-05-28. We re-audit quarterly.