93 capabilities · 6 flagship systems

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.

ay-automate — engineer session

~/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

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.

9 capabilities

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

ay run --fleet delivery
10 capabilities

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

ay run --skill seo-geo-audit
8 capabilities

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

ay run --skill outbound-pipeline
7 capabilities

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

ay run --skill client-onboarding
7 capabilities

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

ay run --skill visual-qa
8 capabilities

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

ay run --skill self-healing

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Multi-Agent Fleet Multiplexing

Drives a dozen coding agents in parallel across isolated panes, each with its own task, lock, and commit history.

Agent Orchestration & Fleet Managementfleetparallelismdelivery

SEO / GEO Audit Automation

Pulls real ranking, backlink, and SERP data and turns it into a prioritized fix list scored by traffic and effort.

Content & SEO Systemsseoaudit

Task Decomposition & Dispatch

Breaks a large build into dependency-ordered tasks and routes each to the right specialized agent automatically.

Agent Orchestration & Fleet Managementplanningdispatch

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.

Content & SEO Systemsgeoaeoschema

Multichannel Outreach Sequencing

Designs multi-touch email and social sequences with a distinct angle at every step, tuned to the buyer's seniority.

Sales & Outreach Automationsequencescadence

Self-Verification Gating

Forces an agent to prove what it changed actually works before marking a task complete, instead of trusting its own report.

Agent Orchestration & Fleet Managementverificationquality

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.

Content & SEO Systemsctrsearch-console

n8n Workflow Generation from Spec

Builds production-ready, directly importable n8n workflows from a plain-language automation description.

Workflow & Ops Automationn8nno-code

Contact & Company Enrichment Waterfalls

Chains multiple data providers so a missing email or phone number gets found by the next source in line automatically.

Data Enrichment & Researchenrichmentwaterfall

Internal Link Architecture

Maps every page into topic clusters and wires contextual links so authority flows from high-traffic pages into money pages.

Content & SEO Systemsinternal-linkingclusters

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.

Design & Visual Systemsuidesign-system

Automated Onboarding Kit Generation

Turns kickoff-call notes into a full onboarding packet: scope, access checklist, and week-one plan, same day.

Client Delivery & Onboarding Systemsonboardingkickoff

Cross-Session Handoff & Resume

Pauses long-running work mid-context and resumes it later with full state intact, so no session ever loses progress.

Agent Orchestration & Fleet Managementstateresume

Automated PR Review Agents

Reviews a pull request for correctness, security, and style before a human ever opens the diff.

Engineering & QA Systemscode-reviewpr

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.

Content & SEO Systemseditingvoice

Deterministic Workflow Scripting

Scripts fan-out, pipeline, and adversarial-review patterns across agents so multi-step work runs the same way every time.

Agent Orchestration & Fleet Managementworkflowsreliability

Screenshot-Verify-Fix Loop

Screenshots the running output, reads it back into context, and iterates until the visual result actually matches the spec.

Design & Visual Systemsqavisual-testing

Reply Classification & Routing

Reads inbound replies and sorts them into interest tiers with a suggested next action, so nothing sits unread in an inbox.

Sales & Outreach Automationreply-handlingtriage

Security Audit Sweep

Runs a structured pass over a codebase for common vulnerability classes and supply-chain risk.

Engineering & QA Systemssecurityaudit

Adversarial Review Panels

Spawns skeptic agents whose only job is to refute a finding, so plausible-but-wrong conclusions get killed before they ship.

Agent Orchestration & Fleet Managementreviewquality

Buying Signal & Trigger Detection

Flags funding, hiring, and tech-stack change events and turns each into a timing rationale for outreach.

Sales & Outreach Automationsignalstiming

Cross-Tool Workflow Integration

Wires CRM, calendar, and messaging tools together into one automated flow instead of a manual copy-paste routine.

Workflow & Ops Automationintegrationautomation

Specialist Subagent Routing

Keeps narrow, high-context subagents on standby for search, security review, and prompt work, and routes to them by task shape.

Agent Orchestration & Fleet Managementroutingspecialization

Lead Scoring & Tiering

Buckets inbound and outbound leads into hot/warm/cold with an auditable, evidence-backed reason for every tier.

Data Enrichment & Researchlead-scoringicp

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.

Engineering & QA Systemstestingplaywright

Persona-Calibrated Copywriting

Writes first-touch and follow-up copy calibrated to the exact seniority of the recipient, from IC to VP.

Sales & Outreach Automationcopywritingpersonalization

Client Status Reporting

Compiles delivery progress, blockers, and next steps into a branded status report on a fixed cadence.

Client Delivery & Onboarding Systemsreportingstatus

Buyer-Intent Content Radar

Anchors bottom-funnel content angles to a dated, citable news event so the piece targets people already holding a budget.

Content & SEO Systemsintenttrend-scan

Buying-Signal Prioritization

Ranks targets by which signals actually correlate with a closed deal historically, instead of chasing whichever signal is loudest that week.

Sales & Outreach Automationsignalsprioritization

MCP Server Construction

Builds well-designed MCP servers that expose a new tool or data source to any agent that needs it.

Workflow & Ops Automationmcpintegrations

Background Agent Monitoring

Watches long-running agent jobs from a supervising process and escalates only when human judgment is actually needed.

Agent Orchestration & Fleet Managementmonitoringescalation

Meeting Transcript-to-Report Pipeline

Converts a raw call recording into a structured report with decisions, owners, and follow-ups extracted automatically.

Voice & Video Automationtranscriptsmeetings

Outbound Deliverability Pre-Flight

Runs a fixed checklist against sender authentication, list quality, and volume thresholds before any campaign is allowed to launch.

Sales & Outreach Automationdeliverabilitycompliance

Competitor Research Briefs

Builds a fact-led competitive brief from firmographics, hiring shifts, and recent product moves in minutes, not days.

Data Enrichment & Researchcompetitive-intelresearch

Deployment Checklists & Rollback Plans

Runs every deploy through a fixed checklist with a rollback plan attached before anything goes to production.

Engineering & QA Systemsdeploymentrollback

Content Freshness Refresh

Sweeps published articles for stale facts, pricing, and version numbers, and updates them without touching the ranking URL.

Content & SEO Systemsrefreshmaintenance

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.

Sales & Outreach Automationabmpaid-ads

Company Firmographic Profiling

Builds a verified company profile — funding, tech stack, headcount, recent signals — from a name or domain alone.

Data Enrichment & Researchfirmographicsprofiling

Design Critique & Auto-Apply

Reviews a shipped UI against a taste framework and applies the fixes itself instead of just listing complaints.

Design & Visual Systemscritiquetaste

Meeting Prep Brief Generation

Produces a time-blocked, sub-500-word brief with tailored discovery questions before every call.

Sales & Outreach Automationmeetingsbriefs

Buying Committee Mapping

Maps every decision-maker, influencer, and blocker on a target account, with the coverage gap called out explicitly instead of assumed.

Sales & Outreach Automationstakeholder-mappingabm

Scheduled Agent Runs

Puts a recurring automation on a cron schedule with logging and failure alerts, so it runs unattended and safely.

Workflow & Ops Automationcronscheduling

News-to-Keyword Pipeline

Sweeps 20+ free trend sources daily and converts what's moving into ranked, ready-to-brief content opportunities.

Content & SEO Systemstrendskeyword-research

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.

Sales & Outreach Automationlookalikeexpansion

SOP Generation from Working Sessions

Watches how a process actually gets done and documents it as a repeatable standard operating procedure.

Client Delivery & Onboarding Systemssopdocumentation

Lead Routing & SLA Automation

Builds assignment logic and SLA enforcement so a qualified lead is never left unclaimed in a shared queue.

Workflow & Ops Automationlead-routingsla

File-Based Lock Coordination

Prevents two agents from colliding on the same files using lightweight lock files instead of a heavyweight message bus.

Agent Orchestration & Fleet Managementcoordinationsafety

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.

Sales & Outreach Automationchampion-trackingre-engagement

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.

Data Enrichment & Researchicptargeting

n8n Error Debugging

Diagnoses broken n8n workflows from an error message or screenshot and returns the exact fix.

Workflow & Ops Automationn8ndebugging

Listicle & Comparison Generation

Builds structured 'best X tools' and head-to-head comparison posts against a repeatable evidence and formatting standard.

Content & SEO Systemslisticlecomparison

LinkedIn DM Sequence Drafting

Writes the connection-accepted follow-up sequence for LinkedIn outreach, calibrated to the platform's conversational tone.

Sales & Outreach Automationlinkedindm

ABM Engagement Scoring

Scores account-level engagement across ads, email, and outreach against a defined threshold before it gets handed to sales.

Sales & Outreach Automationabmengagement-scoring

Competitive Battlecard Generation

Builds and keeps competitor battlecards current with positioning, strengths, weaknesses, and talk tracks a rep can use live on a call.

Data Enrichment & Researchbattlecardscompetitive-intel

Revenue Pipeline Forecasting

Builds forecast models from live pipeline-stage data and flags a number as optimistic before it reaches leadership.

Workflow & Ops Automationforecastingpipeline

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.

Sales & Outreach Automationscoringprioritization

Proposal & Scope Generation

Drafts scoped proposals from a discovery conversation, priced and structured to the engagement type.

Client Delivery & Onboarding Systemsproposalsscoping

Contact-Level Verification

Confirms title, seniority, and tenure on a contact before it ever reaches a sequence, cutting bounce and misfire rates.

Data Enrichment & Researchverificationdata-quality

Session Retrospectives & Learnings

Extracts what went wrong and what worked at the end of every session and feeds it back into future runs.

Workflow & Ops Automationretrocontinuous-improvement

Meta Title & Description Optimizer

Rewrites titles and descriptions around the query a page actually ranks for, then re-crawls to confirm the change stuck.

Content & SEO Systemsmetadataclick-through

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.

Sales & Outreach Automationhiring-signalsmonitoring

Account Health Scanning

Scans live accounts for expansion or churn risk signals and drafts the recommended next action per account.

Data Enrichment & Researchaccount-healthrisk

Infographic & Carousel Generation

Produces self-contained, on-brand infographics and social carousels straight from a topic outline.

Design & Visual Systemsinfographicssocial

Dependency Pinning & Supply-Chain Scans

Pins package versions to exact resolved commits and scans for known indicators of a compromised supply chain.

Engineering & QA Systemssupply-chaindependencies

CTA & Offer Design

Replaces generic 'book a call' asks with low-friction value offers calibrated to sparks genuine replies.

Sales & Outreach Automationoffersconversion

Market & Category Research Synthesis

Synthesizes reviews, forums, and public data into a structured market brief with pain points and urgency triggers.

Data Enrichment & Researchmarket-researchsynthesis

CRM Data Hygiene Automation

Runs standing deduplication and validation passes across CRM records instead of a once-a-year cleanup project.

Workflow & Ops Automationcrmdata-quality

Warm Bridge Discovery

Finds the shortest real connection path into a target account before defaulting to a cold approach.

Sales & Outreach Automationwarm-intronetwork-mapping

Password-Protected Document Publishing

Publishes client-ready reports and proposals behind a password on a dedicated docs surface, with instant updates.

Client Delivery & Onboarding Systemsdocsclient-portal

Competitor Intelligence Radar

Runs a standing weekly watch on competitor pricing, positioning, hiring, and news, with sourced links attached to every finding.

Data Enrichment & Researchcompetitive-intelmonitoring

Pre-Flight Session Health Checks

Catches environment and credential issues before an agent starts building, instead of failing mid-task.

Workflow & Ops Automationhealth-checksreliability

Cross-Channel Inbox Triage

Consolidates email, Slack, and LinkedIn into one prioritized action queue instead of five open tabs and a missed reply.

Workflow & Ops Automationtriageinbox-zero

Writing-Style Replication

Reverse-engineers a sample of writing into a fidelity report an agent can follow to reproduce that voice reliably.

Content & SEO Systemsvoicestyle-guide

Call-to-Persona Insight Extraction

Mines sales call transcripts for goals, objections, and verbatims and rolls them into a structured persona report.

Voice & Video Automationinsightspersona

Deal Desk Workflow Automation

Stands up approval routing, discount governance, and quote workflows so a deal never stalls waiting on a human bottleneck.

Workflow & Ops Automationdeal-deskapprovals

Outbound Performance Benchmarking

Scores reply rate, open rate, and acceptance rate against real outbound benchmarks instead of guessing what's normal.

Sales & Outreach Automationbenchmarkinganalytics

GTM Data Architecture

Designs the underlying data model and identity-resolution layer that every other go-to-market automation depends on.

Workflow & Ops Automationdata-architectureidentity-resolution

Account Progression Staging

Moves accounts through a defined stage ladder automatically based on the signals actually observed, not a rep's gut call.

Sales & Outreach Automationlifecycleautomation

Engineer Handoff Notes

Writes structured handoff notes between engineers on the same engagement so context never lives in one person's head.

Client Delivery & Onboarding Systemshandoffcontinuity

Short-Form Video & Animation Generation

Turns a script or source clip into edited short-form video content ready for publishing.

Voice & Video Automationvideoanimation

Deal Velocity Diagnostics

Diagnoses where deals actually stall by stage and applies the specific unstick tactic for that stage instead of a generic push.

Workflow & Ops Automationdeal-velocitydiagnostics

Candidate Sourcing & Ranking

Runs an intake, searches for matching candidates, and returns a ranked shortlist with per-candidate reasoning.

Data Enrichment & Researchrecruitingsourcing

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 Enrichment & Researchbriefsqbr

Data Hygiene & Deduplication

Scores duplicate records, proposes a field-level merge plan, and flags invalid rows before they poison a CRM.

Data Enrichment & Researchdata-qualitydedup

GTM Tooling Health Audits

Audits the automation platforms and workspaces themselves for configuration drift and gaps before they cause a bigger failure.

Workflow & Ops Automationauditplatform-health

Engagement Definition-of-Done Tracking

Keeps every workstream tied to a written, agreed definition of done so scope creep gets caught early.

Client Delivery & Onboarding Systemsscopetracking

Slide Deck Generation

Builds polished, presentation-ready decks from a source document — sales, QBR, and case-study formats included.

Design & Visual Systemsdeckspresentations

Demo Capture & GIF Generation

Records a multi-step product walkthrough as a clean, shareable GIF or clip without manual screen-recording setup.

Voice & Video Automationdemosrecording

Org Chart & Stakeholder Mapping

Infers a target company's reporting structure from public role data and flags who to actually talk to.

Data Enrichment & Researchorg-chartstakeholders

Diagram & Flow Visualization

Turns a written process or org structure into a clean diagram, no manual whiteboard tool required.

Design & Visual Systemsdiagramsvisualization

Compensation & Quota Modeling

Builds GTM compensation plans and quota structures benchmarked against comparable data instead of a guess carried over from last year.

Workflow & Ops Automationcompensationquota

Kanban Pipeline Tracking

Keeps a file-based kanban board as the single source of truth for what's queued, in progress, and shipped.

Workflow & Ops Automationkanbantracking

Logo & Asset Sourcing

Pulls real, hotlink-safe brand logos and assets into decks and pages instead of hallucinating placeholder art.

Design & Visual Systemsassetslogos
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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.