AI Architecture Audit · Automated · Instant

Stop overpaying for AI APIs.

Context bloat, missed caching, and wrong-model routing quietly inflate your AI bill by 30–60%. Submit your stack → get a personalized architectural audit, generated by our backend and emailed as a PDF in 60 seconds. Backed by live pricing data across 56 AI models. 7-day no-questions-asked refund.

Get my instant AI audit — $39 → How it works

The problem

AI pricing is a minefield. A spreadsheet won't save you.

$ TOKEN CLIFFS

Pricing tiers that move under you.

GPT-5.5 cliffs, Anthropic batch discounts, Gemini context-window step changes — every provider has thresholds where unit cost jumps 2-5x. Most teams cross them without noticing until the bill arrives.

$ CACHE MATH

Prompt caching nobody configured.

Anthropic's prompt caching can cut input costs by 90% on cached portions. Most production stacks don't use it correctly — or use it on the wrong prefix length, getting near-zero benefit while believing it's optimized.

$ WRONG ROUTING

Premium model for trivial tasks.

If you're routing everything through Opus or GPT-5-Pro because "quality matters," you're spending 5-30x more than necessary on prompts that Haiku or Flash would handle identically. Workload-aware routing is the single highest-impact change.

At scale, these errors compound. A team running $4K/month in AI calls is typically leaking $1.5–2.5K of that to fixable architectural mistakes. The audit isolates which mistakes apply to your stack — and gives you the exact diff to fix them.

How it works

Three steps. Sixty seconds.

Secure checkout — $39

Pay $39 via secure checkout in under a minute. Apple Pay, Google Pay, credit/debit card. No subscription, no upsell, no application.

~1 min · automated

3-minute intake form

After payment, a short technical form: your current models, monthly request volume, prompt patterns, workload type (RAG, agents, chat, batch, vision, etc.), and one specific cost question. Submitted directly to our backend engine.

~3 min · structured form

Personalized PDF in 60 seconds

Our backend processes your inputs through our 56-model pricing engine + AI architect, generates your personalized PDF audit, and emails it to you. Model recommendations, cost breakdown, Mermaid system diagram, 30-day implementation plan with HITL/QA validation.

~60 sec · fully automated

Pricing

One simple price. One automated audit.

No tiers. No upsells. No subscriptions. Pay once, get your personalized PDF in 60 seconds.

Active · Launch pricing

Architecture Audit

$39 one-time

Personalized AI architecture audit. Generated by our backend engine. PDF emailed in 60 seconds.

What's inside your PDF

Personalized architectural blueprint for your exact stack & workload
Model recommendations — Winner / Runner-Up / Budget Pick across 56 AI models, anti-bias enforced
Head-to-head comparison matrix with explicit verdicts for your workload
System architecture Mermaid diagram visualizing the full request flow
Cost breakdown table: per-request → daily → monthly at 1K / 10K / 100K req/day
Cost-optimization strategies — caching, batch API, prompt-token savings (per-provider)
30-day implementation plan with HITL/QA validation phase
Pros / cons / risks + recommended infrastructure (compute, deployment, observability)
Backed by live pricing data — same engine that powers our public Master Plan blueprints
Instant PDF delivery + 7-day no-questions-asked refund

Get my instant AI audit — $39 →

Secure checkout via card, Apple Pay, or Google Pay. No subscription. No account required.

7-day refund. No questions asked. Ever.

Your audit is personalized and instantly delivered. If for any reason it doesn't help — bad recommendations, missed context, just not useful — reply to the delivery email with "refund" within 7 days and I'll process the full $39 back. No questions, no friction, no follow-up emails.

Get my instant AI audit — $39 →

— Faisal, YemHub

Common questions

What do you actually need from me?

A 5-minute form: the models you're using, rough monthly volume, prompt patterns (system prompts, retry config), and the one cost question that's been bugging you. Optional: paste a sample prompt or share an architecture diagram. The more context you provide, the more specific the roadmap.

How is this different from running my own cost analysis?

You can see your own bill. What you usually can't see is the comparison: how your architecture stacks up against what the same workload would cost done differently. The audit benchmarks your specific setup against best-in-class patterns across 50+ models, then gives you the exact diff. Pattern recognition is the value — not pricing tables you can already access.

What if my stack is too small to need this?

Below ~$200/month in AI spend, the audit probably isn't essential. Above that, even small architectural improvements return $39 within the first month. The audit is automated and instant, so if it doesn't help, the 7-day refund window has you covered — reply with "refund" and the full $39 is returned within 24 hours.

Who is doing the audit?

The audit is fully automated and powered by YemHub's backend AI engine, personalized to your stack. Built and maintained by Faisal — same person who built YemHub, the AI calculator you used, and the public Master Plan blueprints. No agency, no junior associate, no manual review queue.

How do I actually pay?

Secure checkout via credit/debit card, Apple Pay, or Google Pay. No accounts to create, no subscriptions, no upsells. Receipt is automatic. Sales tax (if applicable in your region) is handled by our Merchant of Record.

What's the refund process?

Reply to the delivery email with "refund" within 7 days — that's it. No questions asked, no friction, no follow-up emails. Full $39 refunded within 24 hours.