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... 15 categories, 144 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
144 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.
Meta Ads Campaign Management
Plans and runs Meta campaigns end to end — objectives, audiences, offers, creative, and measurement — built for B2B lead quality, not just volume.
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.
Ads-to-Outbound Signal Bridge
Feeds ad engagement — clicks, views, form starts — into outbound as a warm intent signal instead of leaving it siloed in the ads platform.
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.
LinkedIn Ads Audience Strategy
Sizes and builds LinkedIn ad audiences with targeting, exclusions, and retargeting tuned to account-based motions.
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.
Paid Media Measurement Scorecard
Sets up paid-channel reporting around leading indicators instead of vanity metrics, so spend decisions track to pipeline.
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.
Google Ads Intent Management
Runs Google Ads on an intent-first strategy with keyword management and a standing weekly search-term audit.
Pricing Model Selection
Chooses a pricing model — seat, usage, credit, or outcome-based — around what's actually being delivered and displaced.
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.
Cross-Channel Retargeting Orchestration
Builds retargeting sequences across ads, email, and outreach so an engaged account gets touched consistently, not randomly.
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.
Ad Creative Testing System
Runs a structured creative-testing cadence across concept sourcing, iteration, and refresh timing before fatigue sets in.
Category Positioning Framework
Reframes a company's narrative around category-defining language instead of a generic feature list.
Demo Capture & GIF Generation
Records a multi-step product walkthrough as a clean, shareable GIF or clip without manual screen-recording setup.
Channel Selection Framework
Picks which paid channels are actually worth the spend for a given ICP instead of running the same three by default.
Messaging Hierarchy Development
Builds the primary-to-supporting message hierarchy used consistently across every channel, from ads to sales calls.
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.
Lead Form Optimization
Tunes native lead-gen forms through question design and friction removal to lift completion without gutting lead quality.
Creator Sourcing & Vetting
Finds and vets B2B creators against ICP fit and audience authenticity before a single dollar is committed.
Automated Email Flow Design
Designs multi-email automated flows with triggers, timing, and exit conditions for a defined audience segment.
Competitive Positioning Development
Develops the positioning and talk tracks that differentiate against named competitors, not generic claims.
Kanban Pipeline Tracking
Keeps a file-based kanban board as the single source of truth for what's queued, in progress, and shipped.
Ad Copywriting System
Writes ad copy using tested headline structures and real customer language pulled from calls and reviews.
Packaging & Tier Design
Designs product packaging tiers around real willingness-to-pay segments instead of an arbitrary feature split.
Budget Allocation by Funnel Stage
Splits paid spend across testing, scaling, and retargeting stages as a program matures, instead of one flat split.
Influencer Marketing Strategy
Builds a B2B influencer strategy from ICP definition through creator selection, budget, and activation plan.
Community Sentiment Monitoring
Monitors public community mentions of a brand or category with sentiment classification attached to each one.
Win/Loss Positioning Analysis
Analyzes closed-lost deals for positioning gaps instead of defaulting to 'price was the reason' every time.
Logo & Asset Sourcing
Pulls real, hotlink-safe brand logos and assets into decks and pages instead of hallucinating placeholder art.
Creative Fatigue Detection
Flags decaying ad creative before performance actually drops, with a refresh trigger built into the check.
Founder Content Signal Mining
Surfaces publishable post topics from what already happened in the business that week instead of staring at a blank page.
Newsletter Deliverability Audit
Diagnoses inbox placement and blocklist issues with a severity-ranked recovery plan attached.
Credit-Based Pricing Design
Structures credit-based pricing with schedules, tiers, and enterprise rate cards for consumption-driven products.
Creator Campaign Briefing
Produces per-creator briefs with messaging, guardrails, and examples so creative stays on-brand without micromanaging.
Newsletter Format Design
Designs a newsletter's format and structure around what actually drives opens and forwards, not a generic template.
Event Lead Capture & Qualification
Qualifies event-captured leads on the spot instead of dumping an unsorted badge-scan list into the CRM.
Value Metric Identification
Identifies the metric a price should scale on so pricing tracks the value actually delivered, not seat count by default.
Employee Advocacy Program Design
Builds the structure for employees or founders, not just paid creators, to become a genuine distribution channel.
Subject Line Optimization
Generates and tests subject lines against proven direct-response structures instead of guessing.
Referral Program Design
Designs customer-referral mechanics built for actual sharing behavior, not a buried settings-page link.
Creator Deal Structuring
Structures creator payment terms — flat fee versus performance — based on what the program is actually optimizing for.
Newsletter Welcome Sequence
Writes the multi-email welcome sequence that turns a new subscriber into an actual reader.
Affiliate Program Blueprint
Builds or fixes a B2B affiliate program: partner personas, commission structure, and onboarding flow.
Event Follow-Up Sequencing
Builds the specific follow-up cadence for event-sourced leads, timed to land while the conversation is still fresh.
Creator Program Launch Plan
Sequences a creator program launch across cohort selection, first-campaign measurement, and the scale decision.
Lead Magnet & Welcome Gift Ideation
Brainstorms signup incentives built to actually convert a visitor into a subscriber, not just look good on a landing page.
Conference & Event Selection Framework
Recommends which conferences and events are worth field-marketing spend based on actual ICP relevance, not just size.
Creator Channel Forecasting
Builds a defensible pipeline forecast from planned creator spend, with sensitivity ranges instead of a single guess.
Newsletter Content Ideation
Generates a running backlog of newsletter topic ideas so the format never runs dry.
Affiliate Performance Tracking
Tracks referral-to-close performance per partner and flags who's actually worth re-investing in.
Creator Rate Benchmarking
Prices creator partnerships against engagement and reach benchmarks instead of accepting the first quote.
Commission Structure Modeling
Models commission tiers against margin and LTV so payouts stay sustainable as the program scales.
Field Marketing ROI Tracking
Ties event spend to pipeline outcomes so the next budget cycle is a decision, not a guess.
Creator Program Performance Review
Rolls a quarter of creator activity into a QBR-ready performance review with clear renew-or-cut recommendations.
Affiliate Partner Onboarding Automation
Automates the partner onboarding sequence from signup through to being referral-ready.
Newsletter Sponsor Performance Reporting
Builds sponsor-facing performance reports covering growth, engagement, and delivered KPIs.
Partner Recruitment Outreach
Runs outbound specifically built to recruit affiliate and referral partners, distinct from a standard sales sequence.
Community-Voice Engagement Drafting
Drafts community responses tuned to an individual, credible voice instead of a visibly corporate one.
Sponsorship & Booth Evaluation
Scores sponsorship and booth opportunities against ICP density and historical lead quality before committing spend.
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.