The data layer
Your master record, brand spec, compliance rules, and governance — the substrate every other agent reads from. These ship as the foundation, not standalone.
9 agents in this swarm.
Hire the swarm together
Run every agent in this swarm under one engagement. We scope it to your operation — how many locations, which integrations, how much context tuning at onboarding — and come back with a fixed monthly number.
Or hire individual agents a la carte
Each agent below can be rented on its own. Pick one, hire a few, scale up later — the boundaries between agents stay clean so adding more never produces overlap.
Master Record Canonicalization Agent
Ingests every operator source system, resolves per-location fact conflicts, and emits the canonical master record downstream agents consume.
Hire the agent that owns the internal canonicalization layer every other agent depends on. Reads addresses, hours, services, manager bios, license status, and inventory snapshots from 4-7 disconnected systems; resolves conflicts via source-priority plus freshness-tiebreak with human-routing fallback; enforces per-vertical schema validation; emits change events; and maintains a versioned history for regulatory defense.
- Skills shipped
- 0/7
- Installs in
- Slack · Microsoft Teams · Email · Webhooks
See the agent →
Local Context Ingestion Agent
Ingests per-location external signal — events, news, demographics, weather, competitive density — and emits the canonical local-context feed.
Hire the agent that stops the per-location research tax. Reads Meetup, Eventbrite, NewsAPI, Google News, Census, ESRI, and Google Trends per market; normalizes across sources; and emits change events so local-content, page-generator, and downstream publishing agents render neighborhood-aware output at 50-500-location scale without brand-manager FTE labor researching each market manually.
- Skills shipped
- 0/7
- Installs in
- Slack · Microsoft Teams · Email · Webhooks
See the agent →
Brand-Spec Authoring + Maintenance Agent
Produces and maintains the canonical brand spec every content-producing agent's brand-voice gate enforces.
Hire the agent that turns brand-guideline PDFs into a structured spec a programmatic voice gate can enforce. Extracts voice attributes from existing artifacts, authors structured rules on 5-7 dimensions (tone, formality, lexicon, sentence structure, claims, prohibitions, contractions), maintains a forbidden-phrase library and claims allowlist with substantiation evidence, and versions every change PR-style with multi-stakeholder review.
- Skills shipped
- 0/7
- Installs in
- Slack · Microsoft Teams · Email · Webhooks
See the agent →
Vertical Compliance Overlay Manager Agent
Produces and maintains per-vertical + per-jurisdiction compliance overlays every content-producing agent loads at runtime.
Hire the agent that stops the regulatory-change response tax. Maintains HIPAA, FTC ad-substantiation, FINRA/SEC, alcohol, pharmacy, and lottery overlays as structured rule libraries. Pre-filter deterministic gates plus LLM-scored semantic rules. When a state agency clarifies a rule, the agent collapses identification-plus-update into a single overlay change with auto-flagged downstream content.
- Skills shipped
- 0/8
- Installs in
- Slack · Microsoft Teams · Email · Webhooks
See the agent →
Customer Data Graph Foundation Agent
Resolves DTC subscriber identity, computes LTV math, and emits the canonical customer-data-graph downstream subscription agents consume.
Hire the agent that stops identity scatter across Stripe Billing, Recharge, Klaviyo, Mixpanel, and Zendesk. Resolves identity deterministically (email + phone + payment-card hash + loyalty-member ID) and probabilistically (device + behavioral fingerprint). Computes cohort LTV, predicted-LTV with contribution-margin, retention curves, and behavioral cohorts. Emits change events. Wraps CDP plumbing; adds the LTV + cohort + churn primitives the CDP does not.
- Skills shipped
- 0/7
- Installs in
- Slack · Microsoft Teams · Email · Webhooks
See the agent →
Product Catalog Canonicalization Agent
Use-case foundation agent that produces the canonical product catalog every retail-persona surface agent consumes.
Hire the foundation agent that owns your canonical product catalog. Reads from PIM, POS, ERP, commerce, and marketplace systems; resolves price / attribute / stock conflicts through source-priority + freshness-tiebreak policy; enforces per-vertical schema validation for regulated retail; emits change-events downstream agents subscribe to; and maintains versioned product history for audit defense. Closes the retail-persona foundation layer alongside the universal triad.
- Skills shipped
- 0/7
- Installs in
- Slack · Microsoft Teams · Email · Webhooks
See the agent →
Governance Decision Router Agent
The 4th foundation pillar — routes every draft output from every Completions agent to publish, batch-review, FBC, escalation, or reject.
Hire the air-traffic controller for your AI swarm. Every draft from every connected agent flows through this router before it ships. Threshold logic combines brand-voice score, sentiment, factual-confidence, reach-magnitude, and compliance-confidence to make one of five routing decisions: auto-publish, queue-for-batch-review, send-to-FBC, escalate-to-team-lead, or reject-with-feedback. Mandatory infrastructure the moment you run 3+ agents on auto-publish.
- Skills shipped
- 0/7
- Installs in
- Slack · Microsoft Teams · Email · Webhooks
See the agent →
Anomaly Detection + Alerting Agent
Cross-cutting consumer that subscribes to every agent stream + operator-side signal and surfaces correlated anomalies across the fleet.
Hire the cross-cutting consumer that watches every output stream in your swarm. Subscribes to brand-drift, quality-telemetry, SERP-anomaly, data-quality, cancellation/churn, crisis, CS-quality, asset-quality, and staleness alert categories from foundation + surface agents, plus operator-side revenue / NPS / support signals. Classifies severity, correlates causal chains within 60-minute windows, deduplicates cross-source alerts, suppresses false positives via human-acknowledged learning, and routes via governance to the team that owns each anomaly type.
- Skills shipped
- 0/7
- Installs in
- Slack · Microsoft Teams · Email · Webhooks
See the agent →
Integration Drift Monitor Agent
Cross-cutting consumer that monitors the 30+ external-vendor integrations behind your swarm and surfaces drift before agents break.
Hire the cross-cutting consumer that watches every external dependency. Once you deploy 3+ agents with 5-10 integrations each, the swarm carries 30+ external dependencies. This agent ingests vendor changelogs, monitors API uptime + latency + error rates, detects response-shape drift, tracks deprecation notices with sunset-date countdowns, watches schema.org quarterly updates, and drafts remediation PRs through governance before downstream surface agents break silently.
- Skills shipped
- 0/7
- Installs in
- Slack · Microsoft Teams · Email · Webhooks
See the agent →
Capabilities in this swarm
62 published capabilities you can put into production through the agents above. Each one is a buyer problem we have already scoped and built for.
Answer any privacy request in one export — across every system you use
When a customer asks what data you have on them — or asks you to delete it — the answer comes from one place and reaches every downstream system automatically.
Audit trail for regulated multi-location operators — evidence packages that build themselves
Every change to every location record, every shipped marketing artifact, every applicable rule — versioned, linked, queryable at any point in time, retained for the window your regulator requires.
Auto-merge the safe stuff. Escalate the risky stuff. Roll back if it breaks.
Routine vendor API changes get fixed, tested, and merged without your engineer's involvement. Risky changes route for human review. Anything that breaks rolls back automatically.
Behavioral signals from every channel feeding one customer record
Web, mobile, in-store, call center, ads, email, SMS, and chat behavior collected into one unified customer record — every AI agent reads engagement signals at runtime.
Brand guideline change control with multi-stakeholder review
Every change to your brand guidelines becomes a reviewable proposal — corporate, franchisee council, legal, and compliance see the diff before it ships, and merged changes propagate to every AI agent automatically.
Brand voice consistency across every AI-generated output, at every location
Score every AI-generated output against your brand voice — auto-publish what is clearly on-brand, route the borderline cases to one batched review queue, send the rest back for a redraft.
Brand voice drift monitoring across every AI agent in your stack
Continuous monitoring of what your AI agents actually publish — drift gets caught before it becomes a pile of off-brand content.
Brand voice guidelines your AI can actually enforce — not just a wiki page
Author your brand voice as a structured spec your AI uses to check every output — with review across corporate, franchisee council, legal, and compliance.
Brand voice template from your actual content — not a one-off consulting deliverable
Extract a structured brand voice spec from your existing content plus a short conversation with the brand owner — the spec your AI uses to keep every output on-brand.
Catch vendor API changes before they break your locations
When a vendor in your marketing stack changes their API, the system writes the fix as a pull request and routes it for review before anything breaks.
Cheap regex checks that catch obvious AI content violations first
Deterministic regex, blocklist, and allowlist checks against your forbidden phrases, approved claims, and regulated-vertical rules — catches obvious violations before the more expensive AI compliance check runs.
Competitor mapping per location, fed straight into your content
Competitor density, drive-time overlap, and market-saturation scoring per location — feeding your content systems so each location page leads with the right differentiation for its actual market.
Or browse the full library across every swarm at all capabilities.
Other swarms
Browse the rest of the catalog.
Get found locally
Show up when people search nearby. Google Business Profile, citations, local content, per-location pages, schema, and local-pack rank tracking.
Win the click
Once they see you, give them a reason to choose you. Reviews answered, product descriptions that convert, paid-social creative that does not fatigue.
Capture the demand
Turn attention into a transaction. Local SEM, social, email, lead routing, lost-call recovery, and inventory-aware promotion.
Keep the customer
Retention, lifecycle, and customer-service AI — the work that turns one transaction into many.
See what is working
Per-location benchmarks, offline attribution, territory scoring, and executive rollup — so you can answer the only question that matters: where to invest next dollar.