The Honest Comparison · Issue No. 01

AI Consultants vs. Big Four Consulting, by the Numbers.

A quantified, source-linked comparison for VPs of Engineering, CIOs, and Chief Innovation Officers being quoted $250k – $500kby Salesforce, IBM, Deloitte, or Accenture for AI chatbot implementations that ship in 9 months and don't work.

Jon YeazelAI-Native Operator · 50+ builds shipped
First published
TL;DR

Five numbers that explain the entire delta.

  1. 16×
    Median cost delta
    Big Four$2.4MOperator$150k
  2. 3.7×
    Median time-to-production
    Big Four11 moOperator12 wk
  3. 40×
    Headcount on the project
    Big Four40 peopleOperator1 operator
  4. 0
    Switching cost on day 91
    Big Four18-mo lock-inOperatorYour code
  5. Model portability
    Big FourLicensed modelOperatorYour API keys
§ 01 — The comparison

The line-by-line breakdown.

Eight dimensions. Big Four default on the left. Independent operator on the right. A plain-English reason in the gutter for why the delta exists. No editorializing.

Typical project cost
Big Four$250k – $500k (before change orders)
Operator$150k fixed. Change orders require mutual sign-off.
Why: Big Four pricing bakes in partner/principal/manager/senior/analyst layers. One operator is all five layers at once.
Time to production
Big Four6 – 12 months. First 3 are discovery.
Operator12 weeks. Working prototype by end of week 1.
Why: No procurement cycle. No vendor onboarding. No legal review of a 400-page MSA. Contract Monday, code Tuesday.
Who writes the code
Big FourOffshore delivery pod you will not meet.
OperatorThe person on the call. Every line. Every meeting.
Why: The partner who sold you the deck is not the person building the thing. Verify this before signing anything.
The AI model itself
Big FourPlatform wrapper around GPT-3.5 / 4o (2023-era).
OperatorLatest frontier models — Claude Opus, GPT-5, whatever's best.
Why: Big platforms certify a model once and ride it for 3 years. Independent operators ship on the current frontier.
Where it runs
Big FourVendor-hosted SaaS. $20k – $80k/mo seat fees.
OperatorYour cloud (AWS / Azure / GCP). You own the infra.
Why: If the AI runs in the vendor's account, you're renting software, not owning it. The inference bill becomes permanent.
Model access
Big FourLicensed through vendor. 18-month renewal lock-in.
OperatorYour Anthropic / OpenAI / AWS keys. Your contract. Portable forever.
Why: Licensed access is the real product the big firms sell. Direct API access is a different economic structure entirely.
What happens on day 91 if you stop paying
Big FourSystem goes dark or enters 'read-only limbo.'
OperatorNothing. It's your code, your cloud, your keys. Keeps running.
Why: This single question separates owning software from renting it. Ask it out loud before signing.
Change orders
Big FourT&M scope creep. Real total often 2 – 4× the quoted number.
OperatorFixed scope, fixed price. New scope = written, priced, signed.
Why: Most of the Big Four margin lives in post-signature change orders, not the original SOW.
§ 02 — The framework

The Honest RFP Test.

Five questions to ask any AI vendor before you sign. If they can't answer all five in plain English — no hedging, no "it depends on discovery," no pointing at a platform deck — walk.

  1. 01

    Who actually writes the code?

    Trap: If the answer is 'a global delivery team' or 'our offshore practice,' you're buying a supervisor, not a builder.

    Green: A named human (or tight named team) who you meet weekly. You have their calendar and their GitHub.

  2. 02

    Where does the AI run, and whose account pays the inference bill?

    Trap: If it runs in the vendor's cloud on the vendor's API keys, you are renting software on a 3-year lease disguised as a license.

    Green: Your cloud. Your API keys. Your inference invoice from Anthropic / OpenAI / AWS Bedrock.

  3. 03

    What happens on day 91 if I stop paying?

    Trap: 'You'll lose access to the platform.' Translation: the vendor owns the thing you just paid to build.

    Green: Nothing happens. The code is in your GitHub. The model is on your API key. It keeps running forever.

  4. 04

    Show me a working system you shipped in the last 90 days.

    Trap: Case study decks. Logo walls. 'Unfortunately that client is under NDA.' Every firm says this. Almost none have a live URL.

    Green: A live URL I can open. A demo I can log into. A client I can call. Dated. Linked. Verifiable.

  5. 05

    What's the fixed price, and exactly what triggers a change order?

    Trap: 'It depends on discovery.' 'We'll scope in phase zero.' 'T&M with a not-to-exceed.' The real cost is 2 – 4× the quote.

    Green: One number. One scope document. A written definition of what requires a new SOW. Signed before work starts.

Steal this framework. Run it against every vendor — including me. If I fail a question, I shouldn't get the work.

§ 04 — Questions people actually ask

The hard ones, answered.

  • The 40-person team is not building — it is coordinating. Most of that headcount is project management, layered accountability, and meetings about meetings. The actual code is written by a small handful of offshore engineers. AI-native tooling (Claude, v0, Cursor) lets one senior operator output what used to take a full pod. The tradeoff is real: you lose the paper-trail comfort of 40 timesheets. You gain 16× cost savings and 3.7× faster delivery.

Q1 2026 · 1 slot open

Run The Honest RFP Test with me.

Send the quote you're holding. I'll walk you through all five questions in 30 minutes and tell you honestly whether to sign, renegotiate, or walk. Free. No pitch.

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