Boringly Simple
AI Distribution™

Decompose Intent

Breaks human intention into a holarchy of executable sub-outcomes

Route Skills

Selects and loads the right skill for each task based on context

Enforce Policies

Enforces decision rights, approval thresholds, and stop conditions

Bind Evidence

Turns skill outputs into verifiable proof artifacts

Integrate Learnings

Converts outcomes into updated rules, skills, and organizational knowledge

Monitor Coherence

Ensures all holons remain aligned with organism-level purpose

Allocate Resources

Distributes compute, budget, and attention across holons by priority

Spawn Sub-Holons

Creates new holons when capability gaps are detected

Monitor Heartbeats

Tracks health, uptime, and responsiveness of all holons

Define ICP

Builds and maintains the ideal customer profile from market signals

Generate Leads

Identifies and captures potential customers matching the ICP

Enrich Firmographics

Appends company and contact data to lead records

Score Leads

Ranks leads by likelihood to convert and deal value

Write Outreach

Generates personalized emails, messages, and sequences

Handle Objections

Responds to prospect pushback with calibrated rebuttals

Book Meetings

Converts positive replies into scheduled qualified demos

Run Demos

Conducts product demonstrations tailored to prospect needs

Generate Proposals

Creates customized pricing proposals and SOWs

Close Deals

Manages final negotiation and contract execution

Optimize Pricing

Dynamically adjusts pricing based on value, competition, and elasticity

Monitor Competitors

Tracks competitor pricing, features, positioning, and market moves

Manage Pipeline

Tracks and optimizes the full sales pipeline from lead to close

Run SEO

Maintains and improves organic search visibility

Run Paid Acquisition

Manages paid advertising campaigns across channels

Optimize Landing Pages

A/B tests and optimizes web conversion paths

Nurture Leads

Maintains engagement with leads not yet ready to buy

Manage Partnerships

Identifies, negotiates, and manages strategic partnerships

Run Referral Program

Designs and manages customer referral and advocate programs

Collect Feedback

Aggregates user feedback from all channels into structured insights

Cluster Pain Points

Groups feedback into thematic clusters and ranks by frequency and impact

Score Opportunities

Ranks product opportunities by impact, effort, and strategic alignment

Write Specs

Converts prioritized opportunities into implementation specifications

Generate Code

Writes production code from specs across the full stack

Run Tests

Executes automated test suites and reports results

Deploy Releases

Ships tested code to production through CI/CD

Run Experiments

Designs and runs A/B tests with statistical rigor

Track Product Metrics

Monitors usage, engagement, retention, and health metrics

Manage Roadmap

Maintains and communicates the product roadmap

Manage Tech Debt

Tracks, prioritizes, and schedules technical debt reduction

Write Documentation

Creates and maintains user-facing and developer documentation

Design UX Research

Plans and conducts user experience research to inform product decisions

Monitor Cash Flow

Real-time cash position, runway tracking, and burn rate monitoring

Allocate Budgets

Dynamically distributes budget across holons based on ROI

Process Invoices

Generates, sends, and tracks invoices and collections

Reconcile Books

Ensures all financial records match across systems

Forecast Revenue

Predicts future revenue from pipeline and historical patterns

Manage Payroll

Processes compensation, benefits, and tax compliance

Manage Vendors

Tracks vendor relationships, contracts, and spend

Monitor Uptime

Tracks system availability and triggers incident response

Respond to Incidents

Diagnoses and resolves production incidents

Scan Vulnerabilities

Continuously scans for security vulnerabilities and misconfigurations

Patch Systems

Applies security patches and dependency updates

Manage Access

Controls who and what can access each system and resource

Auto-Scale Infrastructure

Dynamically scales compute resources based on demand

Backup & Restore

Maintains data backups and tests restore procedures

Manage Compliance

Tracks operational compliance across frameworks and certifications

Optimize Costs

Identifies and executes cost optimization opportunities across operations

Manage Certificates

Tracks and renews SSL/TLS certificates and domain registrations

Monitor Regulations

Tracks regulatory changes across all applicable jurisdictions

Generate Policies

Creates and maintains privacy policies, ToS, and compliance documentation

Manage Consent

Tracks user consent for data collection and processing

Analyze Contracts

Reviews contracts for risks, obligations, and non-standard terms

Manage IP

Tracks intellectual property assets and protections

Run Audits

Conducts internal compliance and financial audits

File Trademarks

Prepares and files trademark applications across jurisdictions

Manage Disputes

Tracks and manages legal disputes, claims, and litigation

Process Contracts

Standardizes contract creation, routing, and execution workflows

Track Obligations

Monitors contractual obligations, deadlines, and compliance requirements

Enforce Brand Voice

Ensures all communications match the brand's tone and style

Write Long-Form

Researches and publishes thought leadership and blog content

Manage Social

Creates and publishes social content, engages with community

Write Email Campaigns

Creates and sends newsletters and email marketing sequences

Produce Media

Creates visual, audio, and video content assets

Track Brand Health

Monitors brand sentiment, awareness, and reputation

Manage Community

Builds and nurtures the user/developer community

Run PR Campaigns

Plans and executes public relations campaigns and media outreach

Design Visual Identity

Creates and maintains brand visual system — logos, colors, typography, patterns

Manage Events

Plans and executes virtual and in-person events

Detect Capability Gaps

Identifies missing or underperforming capabilities in the holarchy

Define Roles

Creates role definitions from capability gap analysis

Source Candidates

Finds and attracts potential hires from talent pools

Screen Candidates

Evaluates candidates against role requirements

Run Onboarding

Guides new humans and agents through the onboarding process

Train Skills

Designs and delivers skill development programs for humans and agents

Manage Performance

Tracks and improves individual and team performance against objectives

Design Culture

Shapes organizational culture through rituals, norms, and artifacts

Run Engagement Surveys

Measures employee engagement, satisfaction, and psychological safety

Plan Succession

Identifies and develops future leaders for critical roles

Onboard Customers

Guides new customers from purchase to first value

Triage Support

Classifies and routes incoming support requests by urgency and type

Resolve Tickets

Solves customer problems using knowledge base and investigation

Monitor Health Scores

Tracks customer health signals and predicts churn risk

Run Retention Plays

Executes targeted interventions for at-risk customers

Drive Expansion

Identifies and executes upsell and cross-sell opportunities

Collect Testimonials

Identifies happy customers and collects social proof

Build Knowledge Base

Creates and maintains self-service help content from support patterns

Run NPS Surveys

Measures and tracks Net Promoter Score across customer segments

Manage Renewals

Tracks upcoming renewals and executes renewal playbooks

Segment Accounts

Groups customers into segments by value, behavior, and needs

Build Data Pipelines

Extracts, transforms, and loads data across all systems

Build Dashboards

Creates and maintains real-time operational dashboards

Detect Anomalies

Identifies unusual patterns across all data streams

Ensure Data Quality

Validates, cleans, and monitors data quality across all systems

Run A/B Analysis

Provides statistical analysis and interpretation for A/B experiments

Model Predictions

Builds and maintains predictive models for business outcomes

Govern Data Access

Controls who can access what data and for which purposes

Build Feature Store

Maintains reusable feature definitions for ML and analytics

Profile Data Sources

Automatically profiles and documents data sources and schemas

Map Cognitive Biases

Identifies and catalogues cognitive biases active in decision contexts

Design Nudges

Creates choice architecture interventions that guide behavior without restricting options

Optimize Framing

Adjusts how information is presented to maximize comprehension and good decisions

Build Mental Models

Constructs user mental models from interaction patterns and stated beliefs

Assess Decision Quality

Evaluates decision quality independent of outcomes

Detect Emotional Patterns

Identifies emotional states and patterns from user interactions

Design Defaults

Sets default options that align with user goals while allowing override

Run Behavioral Experiments

Designs and runs controlled experiments on behavioral interventions

Monitor Attention

Tracks where user attention flows and identifies attention bottlenecks

Calibrate Trust Signals

Manages trust-building and trust-repair across all touchpoints

Map Motivation Architecture

Models intrinsic and extrinsic motivation drivers for users and teams

Surface Internal Conflict

Detects and surfaces competing internal policies that block decisions