Official B2B Invoicing·100% Upfront Retainer·Async Video & RFC Delivery
Challenges We Eliminate
Why Teams Need This Now
Common technical bottlenecks and expensive mistakes startups encounter without senior architecture guidance.
OpenAI or Anthropic monthly invoices suddenly skyrocketing to thousands of dollars as user traffic grows.
Slow chatbot or AI tool response times (10-15 seconds) leading to poor user ratings and churn.
Over-relying on top-tier flagship models (GPT-4o, Claude Opus) for tasks easily solved by distilled or smaller models.
Redundant API calls and huge repetitive system prompts without semantic caching or context compression.
Concrete Outcomes
What You Receive on Delivery
No vague high-level advice. You receive production-grade engineering documentation and actionable plans.
01
Deep Prompt & Payload Analysis Report
Comprehensive 5–10 page teardown analyzing your prompt structure, token consumption patterns, and payload bottlenecks.
02
Tiered Model Routing & Caching Architecture
Step-by-step implementation guide for semantic caching, request batching, prompt compression, and routing to lightweight models (Claude Haiku, GPT-4o-mini).
03
Walkthrough Video & ROI Calculation
Loom video walking through exact code snippets, caching configurations, and projected monthly cost savings.
Zero-Meeting Workflow
How It Works
Streamlined asynchronous execution designed for fast-moving founders and engineers.
01
Onboarding & Data Ingestion
You provide anonymized prompt logs, sample API payloads, architecture overview, or repo access.
02
Audit & Benchmark Analysis
We run token profiling, evaluate model routing alternatives, test caching strategies, and identify latency bottlenecks.
03
Delivery in 48 Hours
You receive the actionable teardown document and Loom walkthrough. Zero meetings required.
Engineering Authority
Why Work With Aething Inc
Direct ROI: The audit typically pays for itself within the very first month of reduced token expenses.
Deep expertise in semantic caching, prompt distillation, and low-latency inference pipelines.
No disruption to your production systems during the audit process.
"We don’t sell junior engineering hours or theoretical slide decks. We provide pragmatic, battle-tested systems engineering derived from high-concurrency Telecom networks and HIPAA-compliant MedTech."
Ihar Kul — Systems Architect & Founder, Aething Inc.
Instant Checkout & Onboarding
Order Cost & Latency Teardown
Select your preferred payment method below. Upon payment, you receive an immediate onboarding brief.
Service:AI API Cost & Latency Reduction Teardown
Delivery Timeline:48 business hours
Total Investment:$1,500 (one-time flat fee)
Secure B2B card checkout processed through Stripe. Invoiced upfront via Aething Inc.
Instant receipt & corporate invoice generated
All major credit cards & Apple Pay accepted
Immediate link to 5-question intake brief
Pay instantly with cryptocurrency (Bitcoin on-chain, Lightning Network, USDT, USDC). Zero third-party banking delays.
Direct on-chain & Lightning network settlement
Instant cryptographic invoice verification
Auto-redirect to intake brief upon payment
Prefer custom invoicing, wire transfer (ACH/SWIFT), or an enterprise NDA first?Email hello@aething.com
Frequently Asked Questions
Got Questions?
Everything you need to know about delivery, scope, and process.
How quickly does this audit pay for itself?
For startups spending over $3,000/month on LLM APIs, our optimizations frequently cut bills by 40% to 70%, recouping the entire $1,500 audit fee within 30 to 60 days.
Do we need to grant access to sensitive customer data?
No. You only need to share sanitized prompt templates, sample input/output token counts, and an architectural diagram of how requests flow.
Will switching to smaller models degrade quality?
No. We use intelligent tiered routing: routine classification, data extraction, and summaries use lightweight models, while complex reasoning is dynamically routed to flagship models only when needed.
Ready to Architect Your AI the Right Way?
Don’t burn capital on trial-and-error. Get decisive systems engineering guidance today.
AI API Cost & Latency Reduction Teardown
Cut your OpenAI, Anthropic, and cloud LLM bills by 40–70% while slashing bot response times from 15s to under 2s.
Why Teams Need This Now
Common technical bottlenecks and expensive mistakes startups encounter without senior architecture guidance.
OpenAI or Anthropic monthly invoices suddenly skyrocketing to thousands of dollars as user traffic grows.
Slow chatbot or AI tool response times (10-15 seconds) leading to poor user ratings and churn.
Over-relying on top-tier flagship models (GPT-4o, Claude Opus) for tasks easily solved by distilled or smaller models.
Redundant API calls and huge repetitive system prompts without semantic caching or context compression.
What You Receive on Delivery
No vague high-level advice. You receive production-grade engineering documentation and actionable plans.
Deep Prompt & Payload Analysis Report
Comprehensive 5–10 page teardown analyzing your prompt structure, token consumption patterns, and payload bottlenecks.
Tiered Model Routing & Caching Architecture
Step-by-step implementation guide for semantic caching, request batching, prompt compression, and routing to lightweight models (Claude Haiku, GPT-4o-mini).
Walkthrough Video & ROI Calculation
Loom video walking through exact code snippets, caching configurations, and projected monthly cost savings.
How It Works
Streamlined asynchronous execution designed for fast-moving founders and engineers.
Onboarding & Data Ingestion
You provide anonymized prompt logs, sample API payloads, architecture overview, or repo access.
Audit & Benchmark Analysis
We run token profiling, evaluate model routing alternatives, test caching strategies, and identify latency bottlenecks.
Delivery in 48 Hours
You receive the actionable teardown document and Loom walkthrough. Zero meetings required.
Why Work With Aething Inc
"We don’t sell junior engineering hours or theoretical slide decks. We provide pragmatic, battle-tested systems engineering derived from high-concurrency Telecom networks and HIPAA-compliant MedTech."
Order Cost & Latency Teardown
Select your preferred payment method below. Upon payment, you receive an immediate onboarding brief.
Secure B2B card checkout processed through Stripe. Invoiced upfront via Aething Inc.
Pay instantly with cryptocurrency (Bitcoin on-chain, Lightning Network, USDT, USDC). Zero third-party banking delays.
Got Questions?
Everything you need to know about delivery, scope, and process.
How quickly does this audit pay for itself?
For startups spending over $3,000/month on LLM APIs, our optimizations frequently cut bills by 40% to 70%, recouping the entire $1,500 audit fee within 30 to 60 days.
Do we need to grant access to sensitive customer data?
No. You only need to share sanitized prompt templates, sample input/output token counts, and an architectural diagram of how requests flow.
Will switching to smaller models degrade quality?
No. We use intelligent tiered routing: routine classification, data extraction, and summaries use lightweight models, while complex reasoning is dynamically routed to flagship models only when needed.
Ready to Architect Your AI the Right Way?
Don’t burn capital on trial-and-error. Get decisive systems engineering guidance today.
Order Cost & Latency Teardown ($1,500)