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07
Kill Your SaaS Stack

The Math
Every department, every dollar

Six chapters of use cases. Sixty SaaS subscriptions replaced. One final tally.

All six department tallies converging into a single number
The closing chapter: every department, every dollar, one net number
Chapter 7

Every Department, Every Dollar

This is the chapter where we stop telling stories and start counting.

Every use case in this book included a savings number. Every department chapter ended with a tally. This chapter pulls all of it together into one place, checks it against the cost of the tools that made it possible, and gives you the net number. The number that matters.

No hand-waving. No "estimated" savings without specifics. Every dollar here traces back to a named SaaS product, a specific annual cost, and a use case that replaces it.

$138,760
Net Company Savings/yr
6
Departments Covered
60
Use Cases Built

Department 1: Marketing

Marketing

Maya's Marketing Team

Maya's marketing team at a 60-person B2B company ran ten use cases across all six tools.

# Use Case Tool Used SaaS Replaced Annual Savings
1 Content Brief Factory Cowork Monday.com content module $600
2 Social Media Copy Engine Cowork Hootsuite/Buffer content tier $1,200
3 Campaign Performance Dashboard Codex App + Railway Databox $3,600
4 Email Sequence Builder Google AI Studio Mailchimp template tier $1,800
5 Brand Voice Checker Claude Artifacts Acrolinx / Writer.com $2,400
6 Competitive Intel Tracker Codex App + Railway Crayon $5,000
7 Landing Page Prototyper Google AI Studio + Railway Unbounce $2,400
8 Marketing Budget Calculator Claude Artifacts Allocadia $1,200
9 A/B Test Copy Generator Cowork Copy.ai / Jasper $1,800
10 Weekly Report Automator Claude Code Supermetrics $2,400

Gross SaaS Savings

$22,400/yr

Marketing's Share of AI Tool Costs

Tool Annual Cost
Claude Max (1/6 share) $400
ChatGPT Plus (1/6 share) $40
Google AI Studio $0
Railway (marketing apps) $120
Marketing tool costs $560

Net Marketing Savings

$21,840/yr

Department 2: Sales

Sales

Priya's Sales Team

Priya's sales team at a 40-person SaaS company. Ten use cases.

# Use Case Tool Used SaaS Replaced Annual Savings
1 Proposal Machine Cowork PandaDoc, Proposify $3,600
2 Pipeline Dashboard Codex App + Railway InsightSquared, Clari $4,800
3 ROI Calculator Claude Artifacts Outgrow $1,200
4 Competitive Battle Cards Cowork Highspot, Seismic (partial) $2,400
5 Meeting Prep Briefs Google AI Studio Sales Nav premium, Gong prep $3,600
6 Quote Builder Claude Artifacts PandaDoc quoting, DealHub Lite $2,400
7 Client Portal Codex App + Railway Accelo $6,000
8 Win/Loss Analysis Claude Code Gong analytics, Chorus.ai $5,000
9 Territory Planning Google AI Studio Xactly, Anaplan $3,000
10 Sales Forecast Model Claude Code + Railway Clari, Aviso $4,800

Gross SaaS Savings

$36,800/yr

Sales' Share of AI Tool Costs

Tool Annual Cost
Claude Max (full attribution) $2,400
ChatGPT Plus (full attribution) $240
Google AI Studio $0
Railway (sales apps) $60
Sales tool costs $2,700

Net Sales Savings

$34,100/yr

Conservative Estimate

The sales chapter attributed full subscription costs to give the most conservative estimate. In a multi-department deployment, sales' share would be a fraction of this.


Department 3: HR

HR

James at a 50-Person Company

James at a 50-person company. Ten use cases.

# Use Case Tool Used SaaS Replaced Annual Savings
1 Onboarding Machine Cowork BambooHR onboarding module $2,400
2 Policy Portal Codex App + Railway BambooHR self-service upgrade $3,600
3 Leave Calculator Claude Artifacts Timetastic $1,200
4 Benefits Comparison Tool Claude Artifacts Benefits enrollment tools $1,800
5 Job Description Generator Google AI Studio Textio $1,200
6 Interview Scorecard Claude Artifacts Greenhouse scorecards $1,800
7 Performance Review Engine Cowork Lattice $4,800
8 Employee Handbook Chatbot Claude Code + Railway Espressive $3,600
9 Compensation Dashboard Codex App Pave $5,000
10 Training Progress Tracker Google AI Studio TalentLMS basic $2,400

Gross SaaS Savings

$27,800/yr

HR's Share of AI Tool Costs

Tool Annual Cost
Claude Max (full attribution) $2,400
ChatGPT Plus (full attribution) $240
Google AI Studio $0
Railway (policy portal, chatbot) $120
HR tool costs $2,760

Net HR Savings

$25,040/yr

Department 4: IT

IT

Raj at a 70-Person Company

Raj at a 70-person company. Ten use cases.

# Use Case Tool Used SaaS Replaced Annual Savings
1 Internal Knowledge Base Codex App + Railway Confluence $6,000
2 Ticket Trend Analyzer Claude Code SolarWinds analytics $4,000
3 System Status Dashboard Google AI Studio + Railway Statuspage.io $2,400
4 IT Onboarding Checklist Claude Artifacts BambooHR IT onboarding $1,200
5 Security Awareness Quiz Claude Artifacts KnowBe4 basic $3,000
6 Incident Response Playbooks Cowork PagerDuty runbooks $1,800
7 Asset Inventory Tracker Codex App + Railway Snipe-IT Cloud $4,800
8 Troubleshooting Guides Google AI Studio + Railway Scribe $2,400
9 Vendor Comparison Matrix Claude Artifacts G2 Premium $1,200
10 API Documentation Portal Claude Code + Railway ReadMe.io $3,600

Gross SaaS Savings

$30,400/yr

IT's Share of AI Tool Costs

Tool Annual Cost
Claude Max (full attribution) $2,400
ChatGPT Plus (full attribution) $240
Google AI Studio $0
Railway (5 deployed apps) $300
IT tool costs $2,940

Net IT Savings

$27,460/yr

Department 5: Office Management

Office Management

Lisa at a 45-Person Company

Lisa at a 45-person company. Ten use cases.

# Use Case Tool Used SaaS Replaced Annual Savings
1 Office Supplies Tracker Claude Artifacts Sortly, inFlow $1,200
2 Meeting Room Booking Google AI Studio + Railway Robin, Skedda $2,400
3 Expense Report Generator Cowork Expensify, Ramp $3,000
4 Vendor Management Dashboard Codex App Gatekeeper, Precoro $3,600
5 Office Seating Chart Google AI Studio OfficeSpace, SpaceIQ $2,400
6 Event Planning Dashboard Codex App + Railway Eventbrite, Splash $2,400
7 Visitor Check-in App Google AI Studio + Railway Envoy, SwipedOn $3,600
8 Maintenance Request Tracker Claude Code UpKeep, Fiix $2,400
9 Office Budget Tracker Claude Artifacts Budget tracking modules $1,200
10 Document Organizer Cowork DocuWare, M-Files $2,400

Gross SaaS Savings

$24,600/yr

Office Management's Share of AI Tool Costs

Tool Annual Cost
Claude Max (allocated share) $600
ChatGPT Plus (allocated share) $60
Google AI Studio $0
Railway (3 deployed apps) $180
Office Management tool costs $840

Net Office Management Savings

$23,760/yr

Department 6: The Freelance IT Consultant

Freelance Consultant

Alex, Independent Consultant

Alex, independent consultant with eight regular clients. Ten use cases.

# Use Case Tool Used SaaS Replaced Annual Savings
1 Client Proposal Generator Cowork Better Proposals, PandaDoc $1,200
2 Time Tracking Dashboard Codex App Toggl, Harvest, Clockify $600
3 Invoice Generator Claude Artifacts FreshBooks, Wave, Zoho $480
4 Project Status Portal Codex App + Railway Accelo, Teamwork $1,800
5 Rate Calculator Claude Artifacts Bonsai, pricing tools $360
6 Client Onboarding Automation Cowork Dubsado, HoneyBook $960
7 Technical Audit Report Generator Claude Code Audit templates, doc tools $1,200
8 Portfolio Website Google AI Studio + Railway Squarespace, WordPress $720
9 SLA Monitoring Dashboard Claude Code + Railway Uptime Robot, Better Uptime $2,400
10 Knowledge Base Codex App + Railway Notion, Obsidian Sync $480

Gross SaaS Savings

$10,200/yr

Alex's AI Tool Costs

Tool Monthly Cost Annual Cost
Claude Max (Cowork + Code + Artifacts) $200 $2,400
ChatGPT Plus (Codex App) $20 $240
Google AI Studio Free $0
Railway (4 deployed apps) ~$20 ~$240
Total freelancer tool costs ~$240 ~$2,880

Net Freelancer Savings

$7,320/yr

The Combined Picture

Grand Total

The Combined Picture

There are two ways to read these numbers. The first is as a company running five departments (Marketing, Sales, HR, IT, Office Management). The second adds the freelancer as a standalone operator. They are different calculations because they share tools differently.

The Company Math (Five Departments)

Department Gross SaaS Savings Net Savings
Marketing $22,400 $21,840
Sales $36,800 $34,100
HR $27,800 $25,040
IT $30,400 $27,460
Office Management $24,600 $23,760
Company Total $142,000 see below

Now here is where the math gets interesting. Each department chapter attributed AI tool costs conservatively, some allocating the full subscription, others allocating a proportional share. If we were doing separate departmental budgets, those numbers stand. But a company deploying these tools across all five departments shares the subscriptions.

Actual Company AI Tool Cost (Shared)

Tool Monthly Annual Notes
Claude Max $200 $2,400 One subscription, all departments
ChatGPT Plus $20 $240 One subscription, all departments
Google AI Studio $0 $0 Free for everyone
Railway ~$50 ~$600 Hosting all deployed apps across departments
Total company tool cost ~$270 ~$3,240
$142,000
Total SaaS Eliminated
$3,240
Total AI Tool Cost
$138,760
Net Annual Savings

Company Net Savings

$142,000 - $3,240 = $138,760/yr

Read that again. One hundred thirty-eight thousand, seven hundred sixty dollars. Per year. For a mid-size company running these replacements across five departments.

The conservative per-department estimates that attributed full tool costs to each department totaled $132,200 in net savings combined. The real number, where shared subscriptions are counted once, is $138,760. Even the conservative number is significant. The real number is transformative.

The Freelancer Math (Standalone)

Alex's math is simpler. One person, one set of subscriptions, no sharing.

Amount
Gross SaaS savings $10,200/yr
AI tool costs $2,880/yr
Net savings $7,320/yr

That is $610 per month back in Alex's pocket. Not a corporate budget line item. Real money in a real checking account.


What Goes

SaaS Eliminated

What Goes

Sixty SaaS subscriptions across six chapters. Here they are, all in one place.

Content and Creation Tools

Analytics and Dashboard Tools

Proposal and Document Tools

Sales Point Solutions

HR Platforms

IT Tools

Office Management Tools

Freelancer Tools

That is the long tail of SaaS. Dozens of point solutions, each solving one problem, each charging a monthly fee, each used at a fraction of its capacity. Individually, each one seemed reasonable. Collectively, they are a quiet drain on budgets across every department.


What Stays

Still Worth Paying For

What Stays

This is equally important. Not everything can or should be replaced. Here is what stays and why.

CRM (Salesforce, HubSpot, Pipedrive). Your system of record for customer data, deal tracking, and team coordination. The tools in this book replace the analytics and reporting layers that orbit the CRM. The CRM itself stays.

Email sending infrastructure (Mailchimp, ActiveCampaign basic tier). You need a platform to send emails, manage lists, and handle compliance. The template builders and content creation tiers go. The sending engine stays.

Social media scheduling (basic tier). Scheduling and publishing posts at optimal times is a feature worth keeping. The content creation tier goes.

Call recording (Gong, Chorus core). Recording and transcribing sales calls provides genuine value. The analytics layer that costs extra was replaced. The recording stays.

E-signatures (DocuSign, HelloSign). Legally binding electronic signatures are a compliance necessity. Keep them.

Outbound automation (Outreach, SalesLoft). Communication sequencing with deep CRM integration stays.

Core HRIS (BambooHR base, Rippling base). Employee records, payroll integration, benefits administration, tax compliance. This is not buildable. This stays.

Applicant tracking (Greenhouse, Lever base). The hiring workflow engine stays. Interview scorecards were the only replacement.

Ticketing system (Jira Service Management, Freshdesk). The workflow engine, SLA tracking, and assignment routing stay. The analytics add-on was replaced.

Monitoring stack (Datadog, New Relic). Real-time infrastructure monitoring with alerting stays. The status page (communication layer) was replaced.

Endpoint security (CrowdStrike, SentinelOne). Hardened, constantly updated security tools with threat intelligence. You do not build your own endpoint protection.

Cloud infrastructure (AWS, Azure, GCP). Production hosting and compute. Railway hosts small internal tools, not production workloads.

Backup and disaster recovery. Data integrity guarantees and regulatory compliance. This stays.

Accounting software (for the freelancer). QuickBooks, Xero, whatever manages your books and taxes. Financial record-keeping is a compliance requirement, not a buildable project.

The pattern is clear. What stays are systems of record, compliance tools, deeply networked platforms, and infrastructure with years of irreplaceable data and integrations. What goes are point solutions, reporting layers, template platforms, and single-purpose add-ons.

The first category earns its subscription. The second category was charging rent for problems that no longer require landlords.


The Time Ledger

Hours Recovered

The Time Ledger

Dollars are one measurement. Time is the other.

Each department chapter estimated the hours returned by eliminating manual work and tool management overhead. Here are those numbers consolidated.

Department Estimated Hours Saved Per Year Equivalent Working Weeks
Marketing ~380 hours ~9.5 weeks
Sales ~480 hours (8-12 hrs/week across team) ~12 weeks
HR ~500 hours ~12.5 weeks
IT ~722 hours ~18 weeks
Office Management ~350 hours ~8.75 weeks
Freelance Consultant ~200 hours ~5 weeks
2,432
Hours Saved (Company)
60
40-Hour Weeks Recovered
$22,000
Freelancer Billable Capacity

That is sixty 40-hour weeks. More than a full-time employee's annual working hours. Recovered not by hiring someone new but by eliminating tool management, manual formatting, data entry, repetitive generation, and the back-and-forth of answering questions that should have been self-service.

For the freelancer, 200 hours per year at an effective rate of $110/hour represents $22,000 in potential billable work. The time savings often exceed the dollar savings. Alex replaced $7,320 in subscriptions but recovered $22,000 worth of billable capacity.

Estimates, Not Guarantees

These are estimates, not guarantees. Your mileage will vary based on team size, current processes, and how much manual work your current tools actually automate versus how much they just organize. But the direction is clear: every tool you build to replace a SaaS subscription also eliminates the manual work that the SaaS subscription was supposed to eliminate but didn't.


The Honest Limits

Caveats

The Honest Limits

The numbers above are real, but they come with conditions. Here is what the tally does not capture.

Setup Time Is Not Zero

Building sixty tools takes time. A Beginner-level Artifact takes ten minutes. An Intermediate Codex App build takes an afternoon. A Guided Technical Claude Code deployment takes a day. Across all sixty use cases, the initial setup is a significant investment, probably 200-300 hours of combined work across all departments. That investment pays off within the first quarter for most use cases, but the first month involves building more than saving.

Maintenance Is Your Responsibility

SaaS vendors handle updates, patches, and uptime. The tools you build require occasional attention. Railway apps need redeployment when you update them. Claude Artifacts need regeneration when requirements change. The maintenance burden is lighter than you might expect, maybe 2-3 hours per month across all deployed tools, but it is not zero.

Quality Has a Ceiling

Some of these AI-built tools will be 95% as good as the SaaS product they replace. Some will be 80%. A few will be better, because they are purpose-built for your exact needs. But none of them will match the polish, the edge-case handling, or the integration depth of a well-funded SaaS product with a full engineering team. You are trading polish for fit, cost for control. For most use cases, that trade is overwhelmingly favorable. For a few, it is a genuine compromise.

Not Every Company Has the Same Stack

The $142,000 in gross savings assumes a company running all fifty tools listed in the five department chapters. Your company might use thirty of them and have never heard of the other twenty. Your savings will scale with the number of subscriptions you actually have. If you recognize half the tools in the list above, your savings are roughly half the total. If you recognize most of them, you are closer to the full number.

Skill Adoption Is Gradual

Not every person in every department will move through the skill levels at the same pace. The marketing manager who builds a content brief factory in week one might not attempt a Codex App dashboard until month three. That is fine. The savings accrue at whatever pace your team adopts the tools. There is no deadline.


The Real Shift

Beyond The Numbers

The Real Shift

Here is what the numbers do not fully convey.

For the past decade, the default answer to every workplace problem was "find a SaaS tool that solves it." Need to track something? Subscribe to a tracker. Need to generate something? Subscribe to a generator. Need to visualize something? Subscribe to a dashboard builder. Each subscription seemed small, $50 a month here, $200 a month there, but they accumulated into a stack that nobody audited and everybody accepted.

The people in this book, Maya, Priya, James, Raj, Lisa, Alex, did not set out to eliminate SaaS. They set out to solve specific problems and discovered that the tools available to them in 2025 could build solutions that used to require vendor subscriptions. They did not become developers. They became people who could describe what they needed to an AI tool and get back something that worked.

That is the shift. Not from one set of tools to another. From being software consumers to being tool builders. From accepting whatever features a vendor decided to ship, to specifying exactly what you need and watching it get built in minutes.

The marketing manager who builds her own dashboard does not just save $3,600 a year on Databox. She gains the ability to modify that dashboard whenever her needs change, without filing a feature request, without waiting for a product roadmap, without upgrading to a more expensive tier. The dashboard does what she wants because she described what she wanted.

The HR manager who builds his own performance review template engine does not just save $4,800 a year on Lattice. He gains review templates that are actually personalized to each employee, something the platform never delivered despite its premium pricing. The tool is better because it was built for his team, not for every team.

The freelance consultant who builds her own monitoring stack does not just save $2,400 a year on Uptime Robot. She gains SLA compliance reports that no monitoring tool offered at her price point. The competitive advantage is the customization, the thing that SaaS products cannot provide because they are built for the median customer.

This pattern repeats across all sixty use cases. Save money. Gain fit. Lose the feature bloat you were never using. Gain the specific capability you actually needed.

That is not an optimization. It is a reclassification. These people stopped being users and became owners.


The Net Number

Final Tally

The Net Number

For a mid-size company running all five departments:

Amount
Total SaaS eliminated $142,000/yr
Total AI tool cost (shared) $3,240/yr
Net annual savings $138,760/yr

For the freelance consultant:

Amount
Total SaaS eliminated $10,200/yr
Total AI tool cost $2,880/yr
Net annual savings $7,320/yr

Combined Total

$146,080 in net annual savings

One Use Case This Week

Your Move

One Use Case This Week

You are not going to do all sixty use cases. Nobody is. The company that implements every replacement in this book across every department in a single quarter does not exist, and if it did, the change management alone would be its own chapter.

Here is what actually works.

Pick one department. Yours. Pick one use case. The one that made you think "I am paying for that right now, and I barely use it." Pick the one where the SaaS subscription renewal date is coming up. Pick the one where you just had a frustrating experience with the tool last week. Pick the one where the savings number made you pause.

Build it. Not tomorrow. Not next quarter when the budget cycle resets. This week.

The first one takes the longest. You are learning the tool, learning the prompt structure, learning how to describe what you need in a way that produces useful output. The first build might take two hours instead of thirty minutes. That is normal.

The second build takes half the time. By the third, you are not thinking about the tool at all. You are thinking about the problem, describing the solution, and watching it materialize.

Each tool you build replaces a line item on your SaaS budget. Each cancellation creates space, in the budget, in the workflow, and in the mental overhead of managing yet another login, another dashboard, another vendor relationship.

The $47,000 average we started with in Chapter 0? That number sits in your stack right now. Most of it unaudited. Most of it auto-renewing. Most of it solving problems that six AI tools costing $270 a month can solve better, because they solve them for you specifically, not for every company on earth.

The question is not whether these tools can replace your SaaS stack. You have read six chapters of specific, named, priced replacements. The evidence is in the tables.

The question is whether you will open your billing page and start counting. Because every month you wait is another month of paying for tools you barely use, solving problems that are not actually that complicated, at prices that no longer make sense.

Your move.

A single receipt replacing a wall of invoices
Sixty subscriptions replaced. One small monthly receipt. Your move.