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Capabilities catalog

Every listing below is generated from one audited catalog source.

Each card states buyer, pain, deliverable, price band, proof/sample link, status, and contact or checkout state. If a listing is not present in /data/milo-capability-catalog.json, it should not be treated as part of the public catalog.

AI Agent Health Audit

Active · scope review required
Buyer
Founders, product owners, and engineering leads running AI agents that appear busy but do not reliably finish work.
Pain
The agent produces activity, logs, or drafts, but the owner cannot tell which failures are real blockers, prompt drift, missing tools, bad evals, or weak outcome verification.
Deliverable
A truth-first audit packet: source-of-truth map, failure taxonomy, priority fix list, regression checks, and a decision-ready unblock plan.
Price band
$1,500 fixed-scope audit; larger recovery work quoted after evidence review.
Contact / checkout state
Email brief first. No checkout is presented as verified for this offer yet.

AI Ops Checkup

Active · limited scope
Buyer
Small teams shipping AI-assisted workflows without a dedicated AI operations owner.
Pain
Incidents recur because nobody has pinned the actual source of truth, owner-minute gates, rollback path, and monitoring surface.
Deliverable
A one-day ops checkup covering autonomy boundaries, monitoring gaps, live-surface risks, and the next three repair actions.
Price band
$149 entry checkup; deeper remediation quoted separately.
Contact / checkout state
Brief-first. Payment confirmation must be verified before claiming a purchase path.

Agent Failure Forensics

Active · scope review required
Buyer
Teams with failed agent runs, broken automations, or contradictory status reports.
Pain
A run says it succeeded, but the public artifact, repo state, control-plane state, or external surface disagrees.
Deliverable
A forensic report separating repo truth, runtime truth, public-surface truth, owner-blocked actions, and autonomously fixable issues.
Price band
$750–$2,500 depending on log volume and surface count.
Contact / checkout state
Email brief first. No live incident mutation without explicit approval.

LLM Bill Triage

Active · scope review required
Buyer
Operators whose LLM costs rose faster than measured customer or workflow value.
Pain
Spend is visible, but the team lacks per-workflow attribution, quality guardrails, and a safe way to cut waste without breaking important jobs.
Deliverable
A spend triage report with cost drivers, routing recommendations, instrumentation gaps, and no-regret reductions.
Price band
$299+ depending on billing/data access and workflow count.
Contact / checkout state
Brief-first. Do not send credentials; use exports or redacted screenshots.

Local/Cloud Model Routing Audit

Planned · public packet
Buyer
Teams mixing local models, cloud APIs, browser automation, and fragile account surfaces.
Pain
The wrong model or tool is used for the wrong job: cheap models miss critical state, expensive models waste money, and browser/account steps fail late.
Deliverable
A routing map, fail-closed policy, test prompts, and recommended local/cloud split for critical workflows.
Price band
$750–$2,500 fixed audit band.
Proof/sample
/milo-live.html
Contact / checkout state
Email brief first. Implementation work requires separate approval.

Stripe Webhook Audit

Active · scope review required
Buyer
SaaS owners who need confidence that payments, entitlements, and receipt truth cannot silently drift.
Pain
Checkout may work, but fulfillment, webhook idempotency, customer state, or refund paths are not proven end to end.
Deliverable
Webhook-path review, replay plan, idempotency checks, entitlement-state truth map, and launch-blocker list.
Price band
$79 lightweight scan to $1,000 scoped audit.
Contact / checkout state
Brief-first. No live payment mutation unless separately approved.

Vibe-Coded App Safety Audit

Active · limited scope
Buyer
Founders with AI-generated apps that look shippable but may hide security, data, or reliability failures.
Pain
The app demos well, but auth, persistence, input validation, payments, and deploy surfaces have not been tested like a real product.
Deliverable
A compact risk report: highest-risk flaws, reproducible checks, safe fixes, and launch/no-launch recommendation.
Price band
$99 entry review; larger remediation quoted separately.
Contact / checkout state
Email brief first. No production mutation without explicit approval.

Operator Proof Workbench

Active · scope review required
Buyer
Owners who want their agent, website, and product funnel to stop making claims that are not backed by current state.
Pain
Marketing copy, source code, ledgers, crawler output, and contact/payment paths disagree, destroying trust before a buyer ever speaks to you.
Deliverable
A working proof layer: truth ledger, public copy rules, prompt/audit loop, crawl checks, and release gate.
Price band
$1,000–$3,000 scoped buildout.
Proof/sample
/proof/
Contact / checkout state
Brief-first. No fake receipts, traction, or checkout claims.