THE SYSTEM BEHIND THE DEMO

Eleven specialist agents.
One governed growth system.

A portfolio architecture that turns fictional go-to-market evidence into traceable decisions—using focused agents, reusable skills, deterministic calculations, and explicit human approval points.

OPERATING MODEL

From evidence to action,
without losing the audit trail.

Each specialist has a narrow decision boundary. Shared contracts make their inputs, assumptions, recommendations, and approval status legible across the system.

01IN

Evidence

Fictional records, research notes, metrics, and constraints.

02CALC

Deterministic logic

Code handles scoring, arithmetic, thresholds, and validation.

03AI

Specialist agent

AI interprets evidence, prioritizes options, and drafts decisions.

04HUMAN

Approval gate

External actions stay simulated until a person approves them.

05LOOP

Measurement

Outcomes feed the next decision without rewriting history.

NEW GROWTH WORKFLOWS

More leverage where
judgment matters most.

The new ideas are integrated into the existing system instead of creating duplicate agents. Three specialists gain deeper operating modes; AI Visibility joins as the eleventh specialist.

REPORT

Cross-channel analyst

Growth Command reconciles analytics, ad, CRM, email, and social data; explains changes; forecasts pacing; and recommends the next test.

$gtm-growth-command
PERSONALIZE

Page systems at scale

Experience AI turns approved signals into a reusable page schema, evidence-backed variants, fallbacks, duplication checks, and controlled tests.

$gtm-experience-ai
ITERATE

Performance creative loop

Creative Studio reads comparable recent results, detects fatigue, creates controlled variants, and preserves a useful experiment log.

$gtm-creative-studio
NEW · GEO

AI visibility system

The new strategist records answer-engine observations and prioritizes question gaps, credible citations, disclosed community work, and honest reviews.

$gtm-ai-visibility
THE AGENT TEAM

Focused specialists.
Composable skills.

01LIVE PROTOTYPE

Growth Command Analyst

growth_command_analyst

Reconciles cross-channel data, diagnoses funnel and attribution changes, forecasts pacing, and frames the next executive growth decision.

SKILL
$gtm-growth-command
PRODUCES
Executive decision brief
Guardrail Separates observed facts, calculations, assumptions, and recommendations.
02LIVE PROTOTYPE

Revenue Prioritization Agent

revenue_prioritization_agent

Scores B2B accounts using explainable fit and intent signals, then recommends routing and next-best actions.

SKILL
$gtm-revenue-agent
PRODUCES
Ranked accounts + draft outreach
Guardrail Outreach remains a reviewable draft until explicitly approved.
03LIVE PROTOTYPE

Market Radar Researcher

market_radar_researcher

Detects meaningful competitor changes across pricing, product, positioning, advertising, reviews, and releases.

SKILL
$gtm-market-radar
PRODUCES
Evidence-linked response brief
Guardrail Preserves source IDs and lowers confidence when evidence conflicts.
04LIVE PROTOTYPE

Customer Signal Strategist

customer_signal_strategist

Synthesizes interviews, reviews, tickets, and win/loss notes into segment insights and grounded positioning.

SKILL
$gtm-customer-signal
PRODUCES
Insight map + EN/ZH messaging
Guardrail Never invents quotations or presents weak themes as consensus.
05LIVE PROTOTYPE

Experiment Design Agent

experiment_design_agent

Turns ambiguous growth problems into prioritized hypotheses, measurement plans, guardrails, and decision rules.

SKILL
$gtm-experiment-studio
PRODUCES
Experiment card + readout plan
Guardrail Defines success, failure, and stopping conditions before launch.
06EXPANDED SYSTEM

Capital Allocation Agent

capital_allocation_agent

Recommends constraint-aware investment mixes using marginal return, saturation, capacity, and forecast ranges.

SKILL
$gtm-capital-optimizer
PRODUCES
Staged reallocation plan
Guardrail Makes uncertainty and operational constraints explicit.
07EXPANDED SYSTEM

Experience Personalization Agent

experience_personalization_agent

Selects a web experience—or a governed matrix of landing pages—from allowed signals, then defines proof, fallback, quality checks, and a controlled test.

SKILL
$gtm-experience-ai
PRODUCES
Personalization decision
Guardrail Uses only approved firmographic and behavioral signals.
08EXPANDED SYSTEM

Market Launch Strategist

market_launch_strategist

Compares adjacent markets and builds an evidence-gated entry thesis, ICP, positioning, channels, and roadmap.

SKILL
$gtm-market-launcher
PRODUCES
90-day validation roadmap
Guardrail Treats market entry as a staged thesis, not a foregone conclusion.
09EXPANDED SYSTEM

Journey Orchestration Agent

journey_orchestration_agent

Designs behavior-triggered onboarding, adoption, expansion, renewal, and win-back journeys across channels.

SKILL
$gtm-journey-agent
PRODUCES
Journey map + suppression rules
Guardrail Includes frequency limits, suppression, escalation, and approvals.
10EXPANDED SYSTEM

Creative Strategy Agent

creative_strategy_agent

Turns a campaign goal and comparable recent performance into grounded territories or controlled variants with fatigue checks and a reusable test log.

SKILL
$gtm-creative-studio
PRODUCES
Creative territories + test plan
Guardrail Grounds claims in supplied evidence and preserves brand constraints.
ORCHESTRATION LAYER

The GTM Lab Director

gtm_lab_director routes cross-tool briefs to the right specialists, reconciles overlaps, and returns one coherent recommendation using $gtm-lab-demo.

INTERVIEW DEMO PROMPT

Run the GTM AI Lab portfolio demo for NexaServe. Start with the growth decision, show which specialist agents you delegate to, preserve evidence IDs, and end with one approval-ready decision brief.

DESIGNED FOR TRUST

Governance is part of
the product—not a footnote.

The demo makes the system’s boundaries inspectable. That matters as much as the quality of any single recommendation.

TRACE

Evidence lineage

Source IDs travel with claims so a reviewer can find the record behind the recommendation.

CONTRACT

DecisionPacket schema

A shared machine-readable contract keeps facts, assumptions, options, confidence, and approvals distinct.

EVAL

Behavioral checks

Regression criteria test honesty, math discipline, missing-evidence handling, and human-control boundaries.

CONTROL

Human approval

Messages, budget changes, routing, and other external actions remain drafts or simulations until approved.

SEE IT IN ACTION

Explore six working prototypes
built on the same fictional dataset.

Open the interactive AI Growth Lab
Prompt copied