The AI capability stack behind AY Automate
Every engagement runs on the same base: skills, subagents, and automation systems our forward deployed engineers use to plan, build, and ship — not a slide deck of buzzwords, the actual stack. Browse it below.
~/engagements/client-delivery
➜ ay run --fleet delivery
Loading agent fleet... 9 categories, 93 capabilities
✓ Orchestrator online — locks read, board synced
➜ ay run --skill seo-geo-audit
Pulling live ranking + SERP data...
✓ Fix list scored and ready
➜ ay ship --checklist client-delivery
Running deploy checklist, rollback plan attached...
✓ Ready for production
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Flagship systems
Complete capability systems, not one-off scripts
Each flagship bundles an orchestrator with a set of specialized sub-capabilities — the same shape a master skill takes when we hand it to a new engineer on day one.
Multi-Agent Fleet Orchestrator
Runs a swarm of specialized agents against one codebase or campaign at once, each locked to its own scope, coordinated through file-based state instead of a fragile shared context window.
Agent Orchestration & Fleet Management
SEO / GEO Growth Engine
Turns ranking data, competitor gaps, and trending queries into a scored content and internal-linking backlog, then ships pages that are structured to get cited by AI answer engines, not just crawled.
Content & SEO Systems
Outbound & Enrichment Pipeline
Goes from a target list to enriched, scored contacts to personalized multi-touch sequences with reply classification, without a human touching a spreadsheet in between.
Sales & Outreach Automation
Client Delivery & Onboarding Kit
Generates the onboarding packet, SOPs, and status reporting for a new engagement automatically from kickoff notes, so delivery engineers start building on day one instead of week two.
Client Delivery & Onboarding Systems
Visual Verification & Design QA Loop
Screenshots what an agent just built, reads the image back into context, and iterates until the UI actually matches the brief — closing the gap between 'the code compiles' and 'it looks right.'
Design & Visual Systems
Self-Healing Workflow Engine
Pre-flight health checks, mid-session learnings capture, and end-of-session retrospectives on every agent run, so failure patterns get fixed once instead of relearned by the next engineer.
Workflow & Ops Automation
The full stack
Browse All Capabilities
93 results
Multi-Agent Fleet Multiplexing
Drives a dozen coding agents in parallel across isolated panes, each with its own task, lock, and commit history.
SEO / GEO Audit Automation
Pulls real ranking, backlink, and SERP data and turns it into a prioritized fix list scored by traffic and effort.
Task Decomposition & Dispatch
Breaks a large build into dependency-ordered tasks and routes each to the right specialized agent automatically.
AI Answer Engine Optimization
Restructures pages with answer-first sections, FAQ and entity schema, and an llms.txt so AI answer engines can quote them by name.
Multichannel Outreach Sequencing
Designs multi-touch email and social sequences with a distinct angle at every step, tuned to the buyer's seniority.
Self-Verification Gating
Forces an agent to prove what it changed actually works before marking a task complete, instead of trusting its own report.
Rank & CTR Optimizer
Finds pages ranking 5–15 with real impressions and rewrites titles, structure, and schema to move them up and win more clicks.
n8n Workflow Generation from Spec
Builds production-ready, directly importable n8n workflows from a plain-language automation description.
Contact & Company Enrichment Waterfalls
Chains multiple data providers so a missing email or phone number gets found by the next source in line automatically.
Internal Link Architecture
Maps every page into topic clusters and wires contextual links so authority flows from high-traffic pages into money pages.
Brand-Matched UI Generation
Generates new pages and components that reuse a codebase's existing design tokens instead of inventing a new look each time.
Automated Onboarding Kit Generation
Turns kickoff-call notes into a full onboarding packet: scope, access checklist, and week-one plan, same day.
Cross-Session Handoff & Resume
Pauses long-running work mid-context and resumes it later with full state intact, so no session ever loses progress.
Automated PR Review Agents
Reviews a pull request for correctness, security, and style before a human ever opens the diff.
Anti-AI-Slop Editorial Pass
Runs every draft through a forbidden-word and forbidden-pattern scrub so published copy reads like a person wrote it.
Deterministic Workflow Scripting
Scripts fan-out, pipeline, and adversarial-review patterns across agents so multi-step work runs the same way every time.
Screenshot-Verify-Fix Loop
Screenshots the running output, reads it back into context, and iterates until the visual result actually matches the spec.
Reply Classification & Routing
Reads inbound replies and sorts them into interest tiers with a suggested next action, so nothing sits unread in an inbox.
Security Audit Sweep
Runs a structured pass over a codebase for common vulnerability classes and supply-chain risk.
Adversarial Review Panels
Spawns skeptic agents whose only job is to refute a finding, so plausible-but-wrong conclusions get killed before they ship.
Buying Signal & Trigger Detection
Flags funding, hiring, and tech-stack change events and turns each into a timing rationale for outreach.
Cross-Tool Workflow Integration
Wires CRM, calendar, and messaging tools together into one automated flow instead of a manual copy-paste routine.
Specialist Subagent Routing
Keeps narrow, high-context subagents on standby for search, security review, and prompt work, and routes to them by task shape.
Lead Scoring & Tiering
Buckets inbound and outbound leads into hot/warm/cold with an auditable, evidence-backed reason for every tier.
Browser-Driven App Testing
Drives a real browser against a running app to verify flows work end to end, not just that the build succeeded.
Persona-Calibrated Copywriting
Writes first-touch and follow-up copy calibrated to the exact seniority of the recipient, from IC to VP.
Client Status Reporting
Compiles delivery progress, blockers, and next steps into a branded status report on a fixed cadence.
Buyer-Intent Content Radar
Anchors bottom-funnel content angles to a dated, citable news event so the piece targets people already holding a budget.
Buying-Signal Prioritization
Ranks targets by which signals actually correlate with a closed deal historically, instead of chasing whichever signal is loudest that week.
MCP Server Construction
Builds well-designed MCP servers that expose a new tool or data source to any agent that needs it.
Background Agent Monitoring
Watches long-running agent jobs from a supervising process and escalates only when human judgment is actually needed.
Meeting Transcript-to-Report Pipeline
Converts a raw call recording into a structured report with decisions, owners, and follow-ups extracted automatically.
Outbound Deliverability Pre-Flight
Runs a fixed checklist against sender authentication, list quality, and volume thresholds before any campaign is allowed to launch.
Competitor Research Briefs
Builds a fact-led competitive brief from firmographics, hiring shifts, and recent product moves in minutes, not days.
Deployment Checklists & Rollback Plans
Runs every deploy through a fixed checklist with a rollback plan attached before anything goes to production.
Content Freshness Refresh
Sweeps published articles for stale facts, pricing, and version numbers, and updates them without touching the ranking URL.
Account-Based Ad Orchestration
Runs personalized ad campaigns against individual target accounts, from one-to-one to one-to-many, synced to the same list an outbound sequence is already hitting.
Company Firmographic Profiling
Builds a verified company profile — funding, tech stack, headcount, recent signals — from a name or domain alone.
Design Critique & Auto-Apply
Reviews a shipped UI against a taste framework and applies the fixes itself instead of just listing complaints.
Meeting Prep Brief Generation
Produces a time-blocked, sub-500-word brief with tailored discovery questions before every call.
Buying Committee Mapping
Maps every decision-maker, influencer, and blocker on a target account, with the coverage gap called out explicitly instead of assumed.
Scheduled Agent Runs
Puts a recurring automation on a cron schedule with logging and failure alerts, so it runs unattended and safely.
News-to-Keyword Pipeline
Sweeps 20+ free trend sources daily and converts what's moving into ranked, ready-to-brief content opportunities.
Closed-Won Lookalike Expansion
Extracts the profile of accounts that actually closed and searches for more companies like them instead of targeting off a guessed ICP.
SOP Generation from Working Sessions
Watches how a process actually gets done and documents it as a repeatable standard operating procedure.
Lead Routing & SLA Automation
Builds assignment logic and SLA enforcement so a qualified lead is never left unclaimed in a shared queue.
File-Based Lock Coordination
Prevents two agents from colliding on the same files using lightweight lock files instead of a heavyweight message bus.
Champion Job-Change Monitoring
Tracks past champions and closed-won contacts as they move to new companies and resurfaces them as a fresh opportunity automatically.
ICP Matrix Construction
Turns a fuzzy sense of 'who we sell to' into a scored, tiered targeting matrix the whole team applies the same way.
n8n Error Debugging
Diagnoses broken n8n workflows from an error message or screenshot and returns the exact fix.
Listicle & Comparison Generation
Builds structured 'best X tools' and head-to-head comparison posts against a repeatable evidence and formatting standard.
LinkedIn DM Sequence Drafting
Writes the connection-accepted follow-up sequence for LinkedIn outreach, calibrated to the platform's conversational tone.
ABM Engagement Scoring
Scores account-level engagement across ads, email, and outreach against a defined threshold before it gets handed to sales.
Competitive Battlecard Generation
Builds and keeps competitor battlecards current with positioning, strengths, weaknesses, and talk tracks a rep can use live on a call.
Revenue Pipeline Forecasting
Builds forecast models from live pipeline-stage data and flags a number as optimistic before it reaches leadership.
Account Tier Scoring Ladder
Sorts active accounts onto a tiered ladder using intent signals and deal-size potential, so reps know exactly where to spend time first.
Proposal & Scope Generation
Drafts scoped proposals from a discovery conversation, priced and structured to the engagement type.
Contact-Level Verification
Confirms title, seniority, and tenure on a contact before it ever reaches a sequence, cutting bounce and misfire rates.
Session Retrospectives & Learnings
Extracts what went wrong and what worked at the end of every session and feeds it back into future runs.
Meta Title & Description Optimizer
Rewrites titles and descriptions around the query a page actually ranks for, then re-crawls to confirm the change stuck.
Hiring Signal Monitoring
Watches job postings at target accounts as a standing buying signal and only triggers outreach once the signal is verified, not on every listing.
Account Health Scanning
Scans live accounts for expansion or churn risk signals and drafts the recommended next action per account.
Infographic & Carousel Generation
Produces self-contained, on-brand infographics and social carousels straight from a topic outline.
Dependency Pinning & Supply-Chain Scans
Pins package versions to exact resolved commits and scans for known indicators of a compromised supply chain.
CTA & Offer Design
Replaces generic 'book a call' asks with low-friction value offers calibrated to sparks genuine replies.
Market & Category Research Synthesis
Synthesizes reviews, forums, and public data into a structured market brief with pain points and urgency triggers.
CRM Data Hygiene Automation
Runs standing deduplication and validation passes across CRM records instead of a once-a-year cleanup project.
Warm Bridge Discovery
Finds the shortest real connection path into a target account before defaulting to a cold approach.
Password-Protected Document Publishing
Publishes client-ready reports and proposals behind a password on a dedicated docs surface, with instant updates.
Competitor Intelligence Radar
Runs a standing weekly watch on competitor pricing, positioning, hiring, and news, with sourced links attached to every finding.
Pre-Flight Session Health Checks
Catches environment and credential issues before an agent starts building, instead of failing mid-task.
Cross-Channel Inbox Triage
Consolidates email, Slack, and LinkedIn into one prioritized action queue instead of five open tabs and a missed reply.
Writing-Style Replication
Reverse-engineers a sample of writing into a fidelity report an agent can follow to reproduce that voice reliably.
Call-to-Persona Insight Extraction
Mines sales call transcripts for goals, objections, and verbatims and rolls them into a structured persona report.
Deal Desk Workflow Automation
Stands up approval routing, discount governance, and quote workflows so a deal never stalls waiting on a human bottleneck.
Outbound Performance Benchmarking
Scores reply rate, open rate, and acceptance rate against real outbound benchmarks instead of guessing what's normal.
GTM Data Architecture
Designs the underlying data model and identity-resolution layer that every other go-to-market automation depends on.
Account Progression Staging
Moves accounts through a defined stage ladder automatically based on the signals actually observed, not a rep's gut call.
Engineer Handoff Notes
Writes structured handoff notes between engineers on the same engagement so context never lives in one person's head.
Short-Form Video & Animation Generation
Turns a script or source clip into edited short-form video content ready for publishing.
Deal Velocity Diagnostics
Diagnoses where deals actually stall by stage and applies the specific unstick tactic for that stage instead of a generic push.
Candidate Sourcing & Ranking
Runs an intake, searches for matching candidates, and returns a ranked shortlist with per-candidate reasoning.
Executive Account Briefing
Produces a one-page account brief built for a QBR or deal review — the kind that actually gets read, not skimmed and shelved.
Data Hygiene & Deduplication
Scores duplicate records, proposes a field-level merge plan, and flags invalid rows before they poison a CRM.
GTM Tooling Health Audits
Audits the automation platforms and workspaces themselves for configuration drift and gaps before they cause a bigger failure.
Engagement Definition-of-Done Tracking
Keeps every workstream tied to a written, agreed definition of done so scope creep gets caught early.
Slide Deck Generation
Builds polished, presentation-ready decks from a source document — sales, QBR, and case-study formats included.
Demo Capture & GIF Generation
Records a multi-step product walkthrough as a clean, shareable GIF or clip without manual screen-recording setup.
Org Chart & Stakeholder Mapping
Infers a target company's reporting structure from public role data and flags who to actually talk to.
Diagram & Flow Visualization
Turns a written process or org structure into a clean diagram, no manual whiteboard tool required.
Compensation & Quota Modeling
Builds GTM compensation plans and quota structures benchmarked against comparable data instead of a guess carried over from last year.
Kanban Pipeline Tracking
Keeps a file-based kanban board as the single source of truth for what's queued, in progress, and shipped.
Logo & Asset Sourcing
Pulls real, hotlink-safe brand logos and assets into decks and pages instead of hallucinating placeholder art.
Stop Reading About the Stack. Put It On Your Systems.
Tell us what's slow, manual, or stuck in a spreadsheet. We'll tell you honestly which capabilities apply, and place a forward deployed engineer to run them if you decide to move forward.
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FAQ
Skills & Agents Questions
Is this the actual stack AY Automate's engineers use?+
Yes. Every capability listed here is grouped from skills, subagents, and automation systems our forward deployed engineers run on real client work — described at the capability level rather than naming internal tooling or client accounts.
Do you build custom capabilities for a specific engagement?+
Regularly. This stack is the reusable base every engagement starts from. When a client needs something this list doesn't cover, we build the skill or agent, ship it, and it becomes part of the stack for the next engagement too.
Can I get one of these capabilities running in my own business?+
That is the point of a forward deployed engineer engagement — we bring the stack to your systems and your data instead of handing you a generic tool. Book a call and tell us which capability matters most.
How is this different from a workflow on the /workflows page?+
A workflow is one specific process end to end (onboarding a client, running a content sprint). A capability here is a reusable building block — the same capability shows up inside many different workflows.