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Marcus Rowe
Marcus Rowe

Posted on • Originally published at techsifted.com

I Replaced Half My Tech Stack with AI Tools — Here's What Happened

Six months ago, I looked at my credit card statement and counted fourteen recurring SaaS subscriptions. Project management, writing tools, design software, analytics, CRM, email marketing, scheduling, note-taking -- the stack that every solo tech consultant apparently needs to function.

Total cost: $487 per month.

I had a thought I couldn't unthink: how many of these can an AI tool do better, or at least well enough?

So I ran an experiment. Over the following six months, I systematically tried to replace each tool with an AI-powered alternative. Some replacements worked brilliantly. Some failed spectacularly. And a few surprised me by being worse than what I had, even though the AI option was technically more capable.

Here's the full breakdown.

The Tools I Successfully Replaced

Grammarly Premium ($12/month) -> Claude Pro ($20/month)

This was the first and easiest switch. I'd been using Grammarly for years, mostly for catching errors in client-facing documents. Claude does everything Grammarly does and dramatically more -- grammar, spelling, sure, but also rewriting entire sections, adjusting tone for different audiences, and generating first drafts that need less correction than my own writing sometimes does.

The $20/month Claude subscription replaced not just Grammarly but also my occasional use of a freelance editor for blog posts. Net savings after accounting for the Claude cost: about $50/month including the freelancer I no longer hire for routine editing.

Status: Permanent replacement. No regrets.

Jasper AI ($49/month) -> Claude Pro (already paying)

I know, I know -- I had both Grammarly and Jasper. The SaaS creep is real. I was using Jasper specifically for marketing copy: email sequences, ad variations, landing page text. Claude handles all of this at least as well, and I'm already paying for it.

Status: Cancelled. Claude covers this entirely.

Notion ($8/month) -> Claude Pro for note-taking + Apple Notes for storage

This was a partial replacement. I used Notion as a second brain -- research notes, project documentation, meeting notes, knowledge base. The writing and organizing part? Claude does it better. I describe what I need to capture, and Claude structures it, summarizes it, connects it to other things we've discussed.

But I still need somewhere to put things. Apple Notes is free, syncs across my devices, and doesn't require a subscription. Claude generates the content; Apple Notes stores it.

Status: Cancelled Notion. The workflow's slightly clunkier but saves $96/year.

Otter.ai ($17/month) -> Built-in transcription + Claude for summarization

I was paying Otter for meeting transcription and summaries. Most video call platforms now offer decent built-in transcription, and Claude's better at summarizing a transcript than Otter's automated summaries ever were. I paste the transcript into Claude and get a structured summary with action items in about thirty seconds.

Status: Cancelled. Better results for free.

SEMrush ($120/month) -> Claude + free SEO tools

This was my biggest single savings and -- honestly -- the replacement I was most nervous about. I used SEMrush for keyword research, competitor analysis, and tracking rankings.

Here's what I found: Claude is surprisingly competent at SEO strategy. It can't pull real-time ranking data, but it can analyze keywords, suggest content strategies, and evaluate on-page optimization as well as any tool I've used.

For actual ranking data, I switched to Google Search Console (free) and a $29/month Mangools subscription for keyword research. Total cost went from $120/month to $29/month, and my SEO results haven't suffered.

Status: Cancelled. Replaced with Claude + Mangools for $91/month less.

Zapier ($20/month) -> Custom scripts via Claude

I was using Zapier for simple automations: new form submission triggers email notification, new spreadsheet row triggers a task, that kind of thing. Claude writes the automation scripts for me -- small Python or Node.js scripts that run on a $5/month server. It took a weekend to set up, but I now have more control and fewer mysterious failures than Zapier ever gave me.

Seriously, Zapier's error messages are the worst. "Your Zap encountered an error." Cool, which one? Why?

Status: Cancelled. One-time setup effort, then cheaper and more reliable.

Calendly Premium ($12/month) -> Cal.com Free + Claude for scheduling emails

Calendly was fine, but I was paying for features I barely used. Switched to Cal.com's free tier for basic scheduling and use Claude to write the scheduling-related emails that Calendly's automation used to handle. It takes me an extra minute per week.

Not worth $144/year.

Status: Cancelled. Minor convenience trade-off, easy savings.

The Tools I Tried to Replace and Switched Back

Linear ($8/month) -- Tried to replace with Claude + Markdown files

This sounded great in theory. I'd describe my projects and tasks to Claude, and it would help me organize them into structured markdown files. A zero-cost project management system powered by AI.

In practice? Disaster.

Project management isn't a content problem -- it's a state management problem. I need a tool that shows me the current state of every project at a glance, lets me drag priorities around, tracks deadlines with notifications, and integrates with GitHub. Claude can help me think about project structure, but it can't be my project management system.

I went back to Linear after two weeks. Some tools need to be tools, not conversations.

Status: Switched back. Linear stays.

Figma ($12/month) -- Tried to replace with AI design tools

I experimented with several AI design tools for creating simple graphics, social media images, and presentation slides. The AI-generated designs were technically competent but had a sameness to them that I couldn't shake. Everything looked like it came from the same slightly-too-polished template factory.

More practically, I need version control, component libraries, and the ability to hand files to clients. AI design tools don't offer this kind of workflow infrastructure. Not even close.

Status: Switched back immediately. Figma's irreplaceable for my workflow.

HubSpot CRM (Free) -- Tried to replace with Claude + Spreadsheet

OK this was my worst idea.

I thought I could track client relationships, deal stages, and follow-ups using Claude as a conversational interface to a spreadsheet. The problem: Claude doesn't remember our previous conversations unless I paste in context. A CRM needs persistent state. An AI assistant is, fundamentally, stateless between sessions.

Went back to HubSpot within a week. I was already on the free tier, so this experiment cost me nothing except the time I wasted.

Status: Switched back. Never should've tried this.

Loom ($12.50/month) -- Tried to replace with AI-generated presentations

I use Loom to record quick walkthrough videos for clients. Thought I could replace this with AI-generated presentations and voiceovers. The results were technically impressive and completely soulless. My clients hire me partly for my personality, and a synthetic voice reading AI-generated slides doesn't convey personality.

At all.

Status: Switched back. The human element matters here.

The Numbers

Before the experiment:

  • 14 subscriptions
  • $487/month total

After the experiment:

  • 7 subscriptions (Linear, Figma, HubSpot Free, Loom, Mangools, Cal.com Free, server hosting)
  • $147/month total
  • Plus Claude Pro at $20/month (replacing multiple tools)
  • New total: $167/month

Monthly savings: $320/month ($3,840/year)

That's a real number. But I want to be honest about the costs that don't show up on a credit card.

The Hidden Costs

Transition time. The first month of this experiment, my productivity dropped by roughly 30%. I was learning new workflows, troubleshooting replacements that didn't quite work, and going back and forth on tools that eventually got switched back. If you bill by the hour or have tight deadlines, budget for this disruption. I didn't, and I felt it in my November invoice.

Cognitive load. Using Claude as a Swiss Army knife means I need to be good at prompting. With a dedicated tool, I click a button and get a result. With Claude, I need to articulate what I want clearly enough to get a good result. This is a skill, and it takes mental energy -- especially at first.

Reliability. Dedicated SaaS tools have uptime guarantees, customer support, and predictable behavior. Claude sometimes hits rate limits. Its responses vary. It occasionally misunderstands my request in ways that a purpose-built tool never would. The flexibility comes with unpredictability.

Integration gaps. My old tools talked to each other -- Zapier connected Notion to Slack to Google Sheets. My new AI-assisted workflow has more manual handoffs. The data still moves, but I'm more involved in moving it.

What I Learned

The tools that AI replaces well are content tools -- anything where the primary output is text, analysis, or structured information. Writing, research, summarization, basic data analysis, coding, SEO strategy. If the tool's job is producing or transforming text, AI probably does it as well or better.

The tools that AI can't replace are system tools -- anything that needs persistent state, real-time collaboration, visual editing, or reliable integration with other systems. Project management, design, CRM, video recording, complex automation. These tools are platforms, not content generators, and AI isn't a platform.

And then there's the awkward middle ground. Tools that do both. Notion is a content tool and a system tool. SEMrush generates content (reports, suggestions) and maintains state (ranking history, project tracking). For these hybrid tools, you can usually replace the content half with AI and find a simpler, cheaper alternative for the system half.

Would I Recommend This Experiment?

Yes, but go slow. Don't rip out your entire tech stack in a weekend. Replace one tool at a time, use the new workflow for at least two weeks before declaring success, and have a plan for switching back if it doesn't work.

Start with the easy wins: writing tools, editing tools, basic research tools. These are the categories where AI offers the most obvious improvement at the lowest risk. Save the harder replacements -- project management, CRM, design -- for later, or skip them entirely.

The $320/month I save is nice. But the real value isn't the cost reduction. It's the simplicity. Fewer tools means fewer logins, fewer context switches, fewer things to maintain and update. My workflow is leaner, and lean workflows let me focus on the work itself instead of managing the tools I use to do the work.

That said -- and I want to be clear about this -- Claude isn't a tech stack. It's one incredibly capable tool that can absorb the functionality of several less capable tools. You'll still need dedicated software for things that require persistent state, visual interfaces, or real-time collaboration. Anyone who tells you AI can replace everything is selling something. Probably an AI tool.

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