AI Stack Audits for Ambitious Operators

See What Your AI Operation Is Really Doing

In 2 weeks, get a complete map of your AI operation, a clear-eyed view of where competitors are ahead of you, and the 3–5 high-leverage moves that will compound the most over the next year.

20 minutes. No pitch. I'll tell you if we're a fit.

Built for ambitious operators running real businesses on AI tools. This is not a generic IT audit. This is a strategic review of your AI operation - written by an operator who runs the same kind of stack you do, and built around the question every serious operator should be asking: what am I missing?

What You Receive

AI Stack Audit

  • Complete AI tool inventory & visual stack map
  • Tool-by-tool verdict (Keep / Optimize / Replace / Eliminate)
  • Redundancy & consolidation analysis
  • Hidden gap & risk report
  • Prioritized 30-day action plan
  • 90-min recorded delivery walkthrough
  • 30-day follow-up check-in included
$4,500
Standard - Delivered in 2 weeks
Book a Discovery Call β†’

20 minutes. No pitch. I'll tell you if we're a fit.

πŸ—ΊοΈ
Strategic stack map - see your whole operation on one page
⏱
~4 hours of your time across two weeks
🚫
No tool kickbacks, no affiliate links - ever
πŸ‘€
Operator-to-operator - strategy from someone who runs the stack
🎯
High-leverage 30-day plan - what to do, why it matters
πŸ’¬
30-day follow-up included - we check what worked
The Real Problem

Your AI operation is probably opaque - even to you.

Most operators running 10+ AI tools can't see their own operation clearly. That blindness costs more than money.

Most solo operators and small AI-native teams built their stack tool-by-tool over 18–24 months. Each tool made sense in isolation. The collection rarely does. You're now running a critical part of your business through a system you've never actually mapped - and the cost of that blindness shows up in five specific ways:

πŸ”

You can't see the whole operation

You manage 10–20 tools across 10–20 tabs. There's no single view of what your AI workforce is actually doing - or what it's about to do wrong. You can't optimize a system you can't see.

🎯

You don't know what your competitors are doing

Other operators in your space have figured out workflows you haven't. Not because they're smarter - because they've paused long enough to map their operation and find the high-leverage moves. You're heads-down running yours.

πŸ•³οΈ

The gaps are bigger than the redundancies

Most operators know they have some redundant tools. Few realize how many workflows AI should be doing for them that it's not. The cost of what's missing is usually higher than the cost of what's duplicated.

⚠️

Risk is concentrating silently

Customer data flows through tools you forgot you authorized. Workflows depend on single-vendor points of failure. Compliance exposure grows quietly. You can't manage what you haven't enumerated.

🧠

The decision quality is dropping

Every new tool decision happens without context. You buy because something sounded good in a thread, not because you can see how it fits the operation you already have. The stack gets bigger without getting better.

The bottleneck isn't the tools. It's the lack of a clear-eyed strategic view of your entire operation.

Running 15+ AI tools while building, selling, and supporting a business means you never get the time to step back and ask the hard question: am I actually running this well, or am I just running it? The AI Stack Audit is that step back - done in two weeks, by an operator who lives in this stack every day.

The Solution

The AI Stack Audit turns your AI operation from opaque to strategic - in two weeks.

I do five things in two weeks: map your entire AI operation visually, deliver a strategic verdict on every tool, identify the workflow gaps your competitors are probably filling, surface risks you haven't seen, and hand you a 30-day plan of high-leverage moves prioritized by what compounds most.

You leave with the strategic view of your AI operation you've never had time to build yourself, a written report you can refer back to whenever the next tool decision comes up, and a 30-day action plan that focuses on the highest-leverage moves - not just the obvious cleanup. Concrete actions, with time estimates and expected impact.

Book a Discovery Call β†’

What Gets Delivered

  • 01
    Complete AI Tool Inventory
  • 02
    Visual AI Stack Map
  • 03
    Tool-by-tool verdict (Keep / Optimize / Replace / Eliminate)
  • 04
    Redundancy & Consolidation Analysis
  • 05
    Hidden Gap Analysis
  • 06
    Risk & Single-Point-of-Failure Report
  • 07
    Prioritized 30-Day Action Plan
  • 08
    Specific Tool Recommendations (no kickbacks)
  • 09
    Delivery Walkthrough Call (90 min, recorded)
  • 10
    30-Day Follow-Up Check-In
  • βœ“
    Written report you keep forever
Process

How the AI Stack Audit Works

A clear, five-step process - designed around your existing stack, with structured async work and live calls at the right moments.

1

Kickoff & Discovery

A 90-minute call to understand your business, your goals, and how you think about your AI stack today. We surface the questions that will drive the audit. You also receive the pre-work questionnaire.

Business Context Goals Initial Tool List
2

Async Inventory

You complete a structured questionnaire that captures every AI tool you use, its purpose, monthly cost, frequency of use, and what frustrates you about it. Takes most operators ~60 minutes. Done in your own time.

Tool Inventory Costs Usage Patterns
3

Deep Dive Call

A 45-minute follow-up call where we go deep on the two or three areas that need the most exploration - usually the messiest workflows, the highest-cost tools, or the parts of the business where you suspect waste.

Workflow Deep Dive Pain Point Mapping
4

Analysis & Stack Mapping

We build the visual map, run the redundancy and gap analysis, write the tool-by-tool verdicts, and assemble the 30-day action plan. This is the heavy lifting - it happens on our end.

Mapping Analysis Recommendations Action Planning
5

Delivery & 30-Day Check-In

A 90-minute delivery call (recorded for you) walking through every finding and recommendation. You receive all documents, the visual map, and the action plan. 30 days later, one follow-up call to check what got implemented and what got stuck.

Live Walkthrough Documents Follow-Up
Use Cases

Four kinds of operators who get the most out of an AI Stack Audit

Each engagement is the same structure - the focus shifts based on where the highest-leverage moves tend to live in their operation.

πŸ’»

The Solo SaaS Founder

You run a SaaS doing $20k–$100k MRR by yourself, using AI for sales, support, customer success, marketing, and content. You're nervous you're spending too much time on operations that should be running themselves.

  • Manual work in onboarding/CS/support where AI should be doing the lifting
  • Strategic gaps in retention workflows that quietly cost MRR
  • Compliance and data-flow risks worth surfacing before you scale
  • Operational visibility you've never had time to build yourself
🀝

The Agency Owner

You deliver client work through AI tools with a minimal human team. You're paying for many of those tools per-seat. You haven't audited whether the tools you bought 18 months ago are still the right ones.

  • Workflow consolidation that frees billable hours from operational drag
  • Newer tools that have leapfrogged what you've been running on
  • Repeatable workflow templates you could productize for clients
  • Process steps where smart AI placement changes unit economics
✍️

The Content Business Operator

You run a newsletter, podcast, YouTube channel, or content brand with AI doing most production and distribution. Your stack grew organically and you have no idea if it's the right shape for where you're going. You want a clear-headed external look before you make any big tool changes.

  • Production bottlenecks where AI should be doing more of the lifting
  • Distribution gaps where automation would compound reach over months
  • Brand-voice risks in how AI outputs flow to public channels
  • Monetization workflows disconnected from the content engine
Illustrative Example - Not a Case Study

Example: A solo SaaS founder with 17 AI tools and a $1,400/month subscription bill

The operator runs a $40k MRR SaaS solo. We map every tool, surface that their entire customer success workflow is being done manually when most of it should be automated, identify a major retention workflow gap competitors have closed, find a customer-data routing risk in their support stack, and flag two tools they're paying for but never use. We deliver a prioritized 30-day plan: wire up the CS automation (saves ~8 hours/week and improves retention), close the retention gap with a specific tool addition, remediate the data risk, and clean up the unused subscriptions while we're at it.

This is an illustrative example of how the audit typically plays out - not a guaranteed result, documented case study, or performance claim.

Pricing & Offer

How to engage

Start with the audit. Two weeks, fixed scope, fixed price. The action plan alone tends to identify enough operational leverage to make the engagement obvious in retrospect.

Step 2

Extended AI Stack Audit

⏱ Delivered in 2 weeks

Extended Engagement
$6,500
One-time. For larger stacks or small teams.
  • Everything in the Standard engagement
  • Up to ~25 tools mapped
  • Multi-user workflow analysis (up to 5 team members)
  • Per-team-member tool utilization review
  • Workflow consolidation recommendations
  • Team rollout sequencing in the action plan
  • For small teams (2–10 people) with broader stacks
Book a Discovery Call β†’
Audit Deliverables

What you get at the end of 2 weeks

The audit is a fixed-scope engagement. Here's exactly what you walk away with - no vague slide decks, no "consider these options" advisory language. Strategic clarity, written down, in your hands.

01

Visual AI Stack Map

A diagram of every AI tool in your business, how they connect, what data flows between them, and where the manual handoffs still happen. Most operators have never seen their stack on paper. Seeing it is half the value.

02

Tool-by-Tool Verdict Report

Every tool in your stack gets one of four verdicts: Keep, Optimize, Replace, or Eliminate - each with written rationale you can defend to anyone (yourself, a partner, an investor).

03

Redundancy & Consolidation Analysis

A clear accounting of where capabilities overlap in your stack, with consolidation recommendations and impact estimates.

04

Gap & Risk Report

The manual workflows AI should be handling. The single points of failure. The data-routing risks. The compliance soft spots. Documented so you can address what matters.

05

Prioritized 30-Day Action Plan

A ranked list of 5–10 specific moves. Each one has a time estimate, an expected impact, and a clear how-to. Not "consider improving your support workflow" - "replace [Tool A] with [Tool B], migrate in 3 hours, recover 2 hours/week of operator time and close the retention gap in your CS flow."

06

Specific Tool Recommendations

Where you should swap a tool, you'll get a specific alternative with rationale. No affiliate links. No vendor relationships. No kickbacks. If we don't have a strong recommendation, we say so.

Book a Discovery Call β†’

20 minutes. No pitch. I'll tell you if we're a fit.

Transparency

What I do not do

I want to be clear about what this service is - and is not. No vague claims, no gray-area tactics.

βœ—

I do not take tool kickbacks or affiliate fees

Every recommendation is based on what's right for your business. I have no vendor relationships and no financial relationships with the tools I recommend. If that ever changes, I'll disclose it prominently before any engagement.

βœ—

I do not guarantee specific savings, ROI, or outcomes

I deliver a structured audit, a clear map, and a concrete action plan. The implementation is yours. I do not promise specific dollar savings or hours-saved figures - only the audit work itself.

βœ—

I do not implement tools for you during the audit

The audit is the audit. If you want hands-on implementation help afterward, we can discuss that on the delivery call on a case-by-case basis. I don't blend the two - it muddies the recommendations.

βœ—

I do not work with operators just starting out with AI

You need a stack worth auditing. If you're using 1–2 AI tools and exploring, I'm not a fit yet. Come back when your stack is real.

βœ—

I do not retain access to your accounts after delivery

You'll give me read-only access to whatever I need during the engagement. After delivery, I remove all access. Your tools, your data, your business.

What I do: I deliver a clear-eyed, operator-to-operator audit of your AI operation - what's working, where the high-leverage moves are, what's missing, and what to do about it - in two weeks, for a fixed price.

Fit Assessment

Who this is for

This service is purpose-built for ambitious operators running real businesses. Take 30 seconds to see if it's a fit.

βœ“ This is a good fit if you are...

  • An operator or small team running a real business on AI tools
  • Running at least 5 AI tools across your operations
  • Spending real money on AI subscriptions (this should not be a budget decision)
  • Ambitious about your operation - you want to know what you're missing, not just clean up waste
  • Comfortable with async work and willing to do ~60 min of inventory homework
  • Wanting strategic clarity, not just tactical fixes
  • Open to changing tools, processes, and assumptions if it makes sense

βœ— This is not a fit if you...

  • Are just starting with AI and don't have a real operation yet
  • Want someone to implement everything for you (this is strategy, not implementation)
  • Are looking for AI strategy at the enterprise level (we serve operators, not Fortune 500)
  • Need on-site, in-person work (we're fully remote, async-first)
  • Want guaranteed cost-savings figures (we deliver strategic value; cost savings are usually a side effect, not the lead)
  • Aren't willing to share read-only access to the tools being audited
  • Are primarily looking to cut subscription costs - this audit's value is operational leverage, not penny-pinching
Who Runs Karthea

An operator building for operators

Karthea is run by Murtez Alrohani - a software engineer with years of experience building AI-native systems. I take a small number of audits at a time because the recommendations need to come from someone who actually lives in this stack every day, not someone advising from the outside.

Ready to Start?

Book a Discovery Call

Two weeks. Fixed scope. Fixed price. You get the strategic view of your AI operation you've never had time to build, a verdict on every tool, and a 30-day action plan focused on the highest-leverage moves - not just the obvious cleanup.

20 minutes. No pitch. I'll tell you if we're a fit.

FAQ

Common questions

If you have a question not answered here, book a call and we'll answer it directly.

No. The audit works with whatever stack you have, as long as you have a real stack (5+ tools, used regularly). We're tool-agnostic. If you're using mostly OpenAI/ChatGPT, mostly Claude, mostly something else, or a mix - that's all normal. The audit looks at how your tools work together, not which brand you've chosen.
Roughly 4 hours across two weeks. That breaks down as: a 90-min kickoff call, ~60 minutes of asynchronous questionnaire work, a 45-min deep-dive call, and a 90-min delivery walkthrough. We do all the analysis and document creation on our end - you don't need to prepare anything beyond honest answers.
Not as part of the audit. The audit is strategic - it ends with the delivery call and the action plan, written to make implementation straightforward. Most operators run with the plan themselves. If you want hands-on help implementing afterward, we can discuss that on the delivery call on a case-by-case basis, but it's not part of the standard engagement.
Two reasons. First, we have no affiliate or financial relationships with any of the tools we'd recommend or critique - full stop. Second, we're an operator, not an outside advisor. We run the same kind of AI stack you do, every day, for our own work. Recommendations come from someone who actually uses this stuff, not someone who studies it.
No. Subscription cleanup is usually a side effect of the audit, not the lead. The real value is strategic: seeing your operation as a system, identifying the high-leverage moves you haven't gotten to, surfacing risks before they become problems, and answering the hard question - "am I running this operation well or just running it?" Cost cleanup happens, but if that's the main thing you're optimizing for, this probably isn't the right service for you.
You don't have to. Most engagements involve read-only access (via screen-share or temporary admin invites) for parts of the deep-dive - but if you'd prefer to share screenshots, exports, and walk us through things on calls, that works too. It just takes a bit longer. We'll never ask for write access or store credentials.
That's the end of the engagement. Some clients book a second audit 6–12 months later as their stack evolves. Some bring us back for hourly implementation help. Most just take the action plan and run with it. There's no retainer, no automatic renewal, no upsell pressure.
Yes. The audit is fully remote, async-friendly, and works across any time zone - we just align the live calls to a window that works for you. The action plan and recommendations are written in plain English and don't depend on geography.
That's what the Extended engagement ($6,500) is for - it handles up to ~25 tools and includes multi-user workflow analysis for small teams. If your stack is even bigger than that, we'll scope a custom engagement on the discovery call. Honestly, if you have 30+ tools, you probably need this audit more than anyone.
Book a Discovery Call

Tell us about your operation

Fill out the form and we'll follow up to schedule your discovery call. Prefer to skip ahead? Book a time on Cal β†’

Message sent!

We'll be in touch shortly to schedule your Discovery Call.

Or book a time directly on Cal β†’

By submitting this form you consent to being contacted about the AI Stack Audit. We do not share your information with third parties. Submission does not constitute a binding agreement or guarantee of any specific outcome.