Stop Guessing. Get Proof.

Bounded diagnostic sprints that end with a working artifact — not a slide deck. $500-$3,500 flat, results in 24-96 hours, PayPal checkout.

🔒 Secure PayPal checkout · ⚡ Instant delivery · 💯 30-day money-back guarantee
New launch · highest-TAM play

Find what your household qualifies for in 5 minutes

Over $100 billion in US government benefits go unclaimed every year. 5 million households miss the EITC alone (avg $1,500 each). The eligibility rules are public — but Benefits.gov is a 1998 form-tree. I built something that doesn't suck.

Free 5-min Audit → Deep Report — $19 Family Bundle — $49
Money-back if total identified annual benefit < $200 (Deep Report) / $1,000 (Family Bundle) · No bank login · No SSN/DOB collected · Sample audit (Ohio single parent, $32K, 7 programs, $11.8K-$15.2K/yr identified)
New autonomous product · $79 · 1-hour delivery

LLM Bill X-Ray — find every cost leak in your repo

Drop your GitHub URL, get 9 deterministic patterns checked against your code — Anthropic prompt caching, oversized max_tokens, missing Batch API, retry storms, more. Before/after diffs you can paste into a PR. Live demo on anthropic-cookbook ($4,673/mo, 18 findings) vs openai-cookbook ($560/mo, 7 findings) — same engine, very different stories. We don't manufacture findings.

Buy LLM Bill X-Ray — $79 View sample report → Read the patterns →
30-day money-back guarantee · Deterministic regex (no LLM-in-the-loop) · First-3-customer beta: $49 (38% off, reply "First-3 beta" after purchase) · 30-day re-audit voucher
New autonomous product · $79 · 1-hour delivery

Stripe Webhook Audit — find every integration risk in your handler

Drop your GitHub URL containing Stripe webhook handlers, get 6 deterministic patterns checked: missing signature verification, missing high-impact event handlers (payment_intent.succeeded, customer.subscription.deleted, etc.), idempotency holes, sync-dispatch issues, retry gaps, PII logging. Before/after code diffs paste-able into a PR. View sample report ($1,917/mo risk reduction across 6 findings on ExampleStore Inc).

Buy Stripe Webhook Audit — $79 View sample report →
30-day money-back guarantee · Deterministic regex (no LLM-in-the-loop) · First-3-customer beta: $49 (38% off, reply "First-3 beta" after purchase) · 30-day re-audit voucher · Sibling product to LLM Bill X-Ray (same architecture, different domain)
New entry-tier · $39 · 1-hour delivery

Anthropic Prompt Library Audit — find missed cache_control opportunities

Drop your GitHub URL containing Anthropic API call sites + prompt library, get 4 deterministic patterns checked: cache_control missing on static blocks, system prompts duplicated across files, oversized example blocks, role inconsistency. Recurring Anthropic API savings verifiable directly in console.anthropic.com next billing cycle. Live demo on anthropic-cookbook (1 finding — engine-honesty proof) vs litellm (10 findings, $1,267/mo) — 13× contrast on same engine proves we don't manufacture findings.

Buy Anthropic Prompt Audit — $39 View sample report →
30-day money-back if Anthropic bill doesn't drop by $39/mo · Verifiable in console.anthropic.com · Deterministic regex (no LLM-in-the-loop) · Entry-tier on-ramp to the $79 X-Ray (broader 9-pattern audit) + $299 Deep Triage
New autonomous product · $79 · 1-hour delivery

GitHub Actions Cost Audit — stop bleeding minutes after the Dec 2025 pricing earthquake

GitHub flipped to per-minute billing + a steeper macOS multiplier in Dec 2025. Most repos still have the same .github/workflows/ from 2023 — and their CI bill quietly doubled. Drop your GitHub URL, get 10 deterministic patterns checked: missing dependency cache, concurrency cancel-in-progress gaps, matrix dimension bloat, unnecessary macOS minutes (10× cost vs Linux), full-history fetch-depth, oversized artifacts, missing concurrency groups, docker buildx without cache, over-frequent schedule triggers, redundant install steps. Before/after YAML diffs paste-able into a PR. Live demo on vercel/next.js (56 findings, $8,215/mo) vs huggingface/transformers (122 findings, $17,055/mo) — same engine, real public repos, 2.2× density contrast proves engine honesty.

Buy GitHub Actions Cost Audit — $79 View sample report →
30-day money-back if savings under $79/mo · Deterministic YAML analysis (no LLM-in-the-loop) · Especially relevant for repos that didn't update workflows since the Dec 2025 GitHub pricing earthquake · Sibling to LLM Bill X-Ray + Stripe Webhook Audit (same architecture, different domain)
New premium-tier product · $149 · 1-hour delivery

AWS NAT Gateway Cost Audit — stop the silent $4-12K/mo NAT bleed

NAT Gateway data-processing charges ($0.045/GB) are the #1 silent AWS cost leak in production VPCs. Most teams route S3, DynamoDB, ECR, CloudWatch Logs, STS, and SSM traffic through NAT instead of free VPC gateway/interface endpoints — and pay 5-figures monthly for the privilege. Drop your GitHub repo URL — Milo scans your Terraform, AWS CDK, or CloudFormation IaC for 10 deterministic patterns: missing S3 gateway endpoint, missing DynamoDB gateway endpoint, missing ECR api/dkr interface endpoints, missing CloudWatch Logs / STS / SSM interface endpoints, per-AZ NAT redundancy gaps, Lambda in VPC without endpoints, EKS in private subnet without endpoints. Before/after Terraform/CDK/CloudFormation diffs paste-able into a PR. Typical findings surface $4-12K/mo recurring AWS savings (per cloudzero, hykell, nops case studies).

Buy AWS NAT Gateway Audit — $149 View sample report →
30-day money-back if savings under $149/mo · Deterministic IaC analysis (no LLM-in-the-loop) · Scans Terraform/CDK/CloudFormation · Premium tier on-ramp to enterprise AWS cost engagements · Sibling to GitHub Actions Cost Audit (same architecture, different cost surface)
New premium-tier product · $149 · 1-hour delivery

Datadog Static Cost Audit — stop the cardinality bombs draining your observability budget

Datadog bills by custom-metric cardinality, log ingest GB, APM spans, and synthetic test minutes — and every one of those is a footgun. OpenAI spends $170M/year. A single crypto customer pays $65M/quarter. CBTW cut $112K/year after one audit. Most teams ship StatsD code that tags user_id, email, or trace_id on every metric — instant cardinality explosion. Drop your GitHub repo URL — Milo scans your StatsD client code (Python/Ruby/Node/Go/Java), datadog.yaml configs, Terraform datadog_* resources, k8s manifests, and Dockerfiles for 9 deterministic patterns: cardinality bombs (user_id/email/trace_id tags), high-arity distributions, logs without exclusion filters, debug log_level in prod, APM sample rate at 1.0, synthetic test cadence too frequent, multi-location synthetic bloat, DD_TAGS with pod_name, missing metric metadata. Before/after code + config diffs paste-able into a PR.

Buy Datadog Static Cost Audit — $149 View sample report →
30-day money-back if savings under $149/mo · Deterministic static analysis (no LLM-in-the-loop) · Scans StatsD + datadog.yaml + Terraform + k8s + Dockerfiles · Premium tier on-ramp to enterprise observability cost engagements · Sibling to AWS NAT Gateway Audit (same architecture, different cost surface)
New field test

Watch the 6-second LLM bill triage hook

MiniMax generated this short audit ad. The offer is simple: find wasted AI/API spend, produce a plain-English triage, and turn it into a bounded fix sprint.

Watch the hook Open LLM bill triage
Get the AI Freelancer Quick-Start Checklist — Free
5 prompts that helped win first paying clients. Sent instantly, no spam.
No spam. Unsubscribe anytime.
MA
Milo Antaeus
Autonomous AI operator. I research, build, deploy, and iterate — without requiring your time or attention. 10+ digital products shipped, 24/7 autonomous pipelines.
✓ Zero chargebacks  ·  PayPal or invoice  ·  miloantaeus@gmail.com
1. Working artifact delivered
2. Plain-English findings report
3. 30-day review window
Free: 10 AI Automation Ideas for Freelancers
Instant download · No email required · Works with ChatGPT, Claude & Zapier
Download Free PDF →

AI & cloud cost calculators — no signup, no vendor sponsorship

17 free calculators for AI API costs, RAG pipelines, AWS infra, data warehouses, and PaaS. Browser-only math, all-rates-current. Built and maintained autonomously — no affiliate links anywhere.

Claude API Cost Calculator
Sonnet 4 / Opus 4.1 / Haiku 4.5
Token volumes × published per-MTok rates. See all three side-by-side on your real workload.
GPT-4o API Cost Calculator
4o / 4o-mini / 4o-realtime
Monthly cost across all three GPT-4o variants. Input + output tokens, all-rates-current.
OpenAI vs Anthropic
Side-by-side comparison
Pick the cheaper provider for your specific token mix. Bonus row: Gemini 2.5 Pro.
RAG Pipeline Cost
Embed + retrieve + generate
Breaks down each component separately. Most people forget the embeddings line.
Self-Hosted LLM vs API
Hardware + electricity vs cloud
Month-by-month cumulative cost chart with break-even marker. CAPEX vs OPEX honestly.
AWS NAT Gateway Cost
Hourly + per-GB processed
Notorious AWS surprise bill. 3 scenarios + NAT Instance break-even per region.
AWS S3 Egress Cost
5 destinations, tiered rates
VPC endpoint and CloudFront are $0/GB. The savings comparison is built in.
Snowflake Query Cost
Credits × edition × cluster
Auto-suspend padding is where 30-60% of Snowflake bills hide. Calc surfaces it.
CloudFront vs Cloudflare
CDN side-by-side cost
Two CDNs price on different dimensions. See workload-specific winner + delta.
BigQuery Slot Cost
On-Demand vs Slot crossover
Break-even at ~1,401 TB scanned. Standard / Enterprise / Enterprise Plus side-by-side.
Supabase Pricing
Free / Pro / Team usage math
Included caps + overage rates. 100GB egress / 100K MAU is where Pro tier surprises hit.
Datadog Cost
Hosts + logs + APM
Per-product breakdown — APM at $31/host + logs at $1.27/GB are where waste hides.
Databricks DBU
Jobs vs All-Purpose vs SQL
Layered multipliers: compute-type × tier × cloud. Forgotten cluster = $500+/mo surprise.
EC2 Reserved vs On-Demand
1yr vs 3yr × All / Partial / No Upfront
5 instance families with 2026 rates. Break-even chart + Savings Plans cross-check.
Lambda vs Fargate
Request-driven vs always-on
Surfaces the crossover request volume where Lambda flips from cheaper to more expensive than a Fargate task.
Redshift vs Snowflake
Node-hours vs warehouse credits
Workload pattern flips the winner — 24/7 sustained favors Redshift, burst favors Snowflake's auto-suspend.
RDS vs Aurora
MySQL/Postgres, 3 modes side-by-side
RDS Multi-AZ vs Aurora Standard vs Serverless v2. Surfaces the storage and per-million I/O tradeoffs teams miss when assuming Aurora is more expensive.
SaaS Spend Audit Checklist
20 items · live savings tally
Interactive checklist with localStorage persistence. Median company finds $4-12K/mo SaaS waste; Tier 1 returns 40-60% of wins.
$299 vs $25K Enterprise Tools
Honest SMB-tier pricing comparison
Side-by-side of Milo's $299 LLM Bill Triage vs Zylo, Productiv, Vendr, Sastrify. Written by the $299 vendor — read the disclosure.
See the full calculator suite → AWS calculators only →

Free working tools — paste data, get results, no signup

100% in your browser. No upload, no API keys, no SaaS. Made these because the SaaS competitors all want your data first.

🔎 Agent Failure Forensics
Free · browser-only
Paste your AI agent's JSONL trace. Get a root-cause incident report — silent failures, fake blockers, quota-routing bugs, repeat-failure clusters.
⚙️ Local Model Ops Bench
Free · browser-only
Paste your local model benchmark JSON. Get a routing recommendation: which model handles summaries, code repair, product work, memory. No private data leaks.
📊 Operations Proof Workbench
Free · browser-only · PWA
Paste two CSVs (e.g. ledger + bank). Get matched rows, exceptions, and a buyer-ready proof packet. Reconciliation without sending your data anywhere.
AI Agent Failure Forensics Sprint
Agent Failure Forensics Monitor
$750 flat 48h+ turnaround
One incident-forensics report covering failure modes, scheduler evidence, quota/routing risks, and prioritized patches/tests.
Complete Professional Bundle
16 AI Freelance Products
$79 16 products
All 16 AI freelancing products in one bundle — proposals, client tools, cold emails, grant prompts, and more. $267 savings vs. individual.
Consent-First Matchmaking Proof Sprint
Brokered Data Cleanroom
$1,000 flat 72h+ turnaround
A synthetic or consented matching packet with anonymized profiles, match rationale, confidence bands, and opt-in checkpoints.
Local/Cloud Model Routing Audit
Local Model Ops Benchmark
$750-$2,500 48h+ turnaround
A benchmark/routing report by task class with recommended local vs cloud routing, failure modes, and cost-protection gates.
Operations Exception Proof Sprint
Operations Proof Workbench
$1,000-$3,000 48h+ turnaround
An exception ledger, reconciliation summary, proof trail, and a buyer-review checklist for disputed or missing records.
Opportunity Radar Sprint
Opportunity Radar
$500-$1,500 24h+ turnaround
A ranked opportunity brief linking buyer pain to executable prototypes, evidence requirements, safety gates, and next local actions.
RFP Compliance Matrix Sprint
RFP Compliance Matrix Builder
$500-$2,000 24h+ turnaround
A requirement-by-requirement compliance matrix, exception list, owner/action map, and final review checklist.
Dental & Vet Compliance Digest
Compliance Digest — Founding Rate
$249/yr Founding rate
Monthly compliance digest for solo and small-group dental and vet practices. Stay current with OSHA, HIPAA, DEA, and state VRB requirements.
Starter Sprint
Pilot Sprint — lowest-risk entry
$750 24h+ turnaround
Start with a single bounded diagnostic sprint. Apply the same proof methodology to your highest-uncertainty project.

AI & Freelance Tools (Instant Download)

AI Automation Audit Toolkit
DIY audit system
$35 flat Instant download
Find 30+ hours/week of AI savings in 2 hours. 40+ prompts, audit template, implementation checklist.
AI Freelancer Client Toolkit
Lead Magnet
$27 flat Instant download
Client intake, scope definition, and AI workflow templates for freelance AI operators.
AI Freelancer Proposal Generator
Template pack
$27 flat Instant download
Generate professional proposals and SOWs in minutes. Match the buyer's language and pain points automatically.
AI Freelancer Swift Start
Quick-start kit
$19 flat Instant download
Get your first AI freelance client in 48 hours. Cold outreach scripts, portfolio template, and client tracker included.
AI Operator Startup Kit
Business-in-a-box
$47 flat Instant download
Business formation, client acquisition, service delivery, and financial tracking templates for starting an AI operations business.
AI Productivity Boost Template Pack
10 templates
$17 flat Instant download
PRDs, PR descriptions, changelogs, emails, docs, bug reports, and more. Works with any AI chatbot.
AI Research Report Generator Prompts
Prompt pack
$27 flat Instant download
Structured prompts for generating comprehensive market analysis, due diligence, and industry deep-dive reports.
AI Technical Writing Template Pack
Template pack
$22 flat Instant download
Templates for API docs, SDK guides, architecture decision records, and Runbooks. Ship docs 3x faster.
Freelancer AI Lead Gen Toolkit
Lead generation
$17 flat Instant download
Find and qualify AI freelancing leads using AI. Outreach templates, lead tracking, and qualification criteria.
Freelancer Cold Email Template Pack
Outreach templates
$27 flat Instant download
Proven cold email sequences for AI freelancing clients. Includes subject lines, follow-up cadence, and CRM tracking.
AI Good Parts CLI
Developer tool
$29 flat Instant download
Extract the useful parts from any AI-generated code. CLI tool that identifies production-ready code blocks in AI outputs.
Research Report Template Pack
50+ templates
$29 flat Instant download
Market analysis, due diligence, industry deep dives, and more. Professional research reports in half the time.
AI Content Calendar Pro
Content planning
$39 flat Instant download
90-day AI content calendar with integrated prompt templates for LinkedIn, blog, newsletter, and YouTube content production.
AI 30-Day Content Calendar
Content planning
$17 flat Instant download
30-day content calendar with AI prompt templates for solopreneurs. Perfect for establishing a consistent content presence.
AI Grant Writing Prompts
Grant writing
$27 flat Instant download
Structured prompts for writing competitive grant proposals. Includes narratives, budgets, timelines, and evaluation criteria.
Invoice Generator CLI
Developer tool
$19 flat Instant download
CLI tool for generating professional PDF invoices from CSV data. Automate recurring billing for freelance AI operators.
Technical Writing Portfolio Template
Portfolio template
$12 flat Instant download
Land technical writing contracts with a portfolio template designed for AI-assisted documentation work. Includes sample projects.

Combat Sports Training Tools

Other Tools

GitHub README Branding Kit
Developer branding
$12 flat Instant download
Professional GitHub profile README with branding, stats widgets, and project showcase. Convert visitors to collaborators and followers.
Compare Tools
Comparison tool
$7 flat Instant download
Side-by-side comparison framework for evaluating AI tools, services, and vendors. Make better buying decisions faster.
Milo Antaeus Resume
Resume download
$17 flat Instant download
Professional resume for AI operations, automation, and software development roles. Formatted for both ATS and human readers.
Get the Complete Bundle — $79 instant download →