Overview

The ma-market-analyst agent operates as an L3 Strategic Command authority within the Prismatic Platform's market-analysis domain, providing comprehensive market intelligence for mergers and acquisitions transactions. This agent specializes in competitive landscape assessment, market sizing using TAM/SAM/SOM frameworks, customer segmentation analysis, growth opportunity identification, and industry trend evaluation. Its market intelligence outputs inform deal valuation, strategic fit assessment, and post-acquisition growth planning across the M&A pipeline.

Built on the AIAD standard and governed by the NO MERCY, NO DOUBTS doctrine, the ma-market-analyst applies the NABLA Infinity framework's signal plurality axiom to every market assessment. No market sizing figure, competitive positioning claim, or growth projection enters the analysis pipeline without corroboration from at least two independent intelligence sources. The agent leverages the platform's OSINT capabilities and entity resolution infrastructure to build comprehensive market maps from publicly available data sources including industry reports, patent filings, job posting analysis, conference participation records, and digital footprint indicators.

Market intelligence is a critical input for M&A decision-making because it determines whether an acquisition target's value proposition is defensible, its growth trajectory is sustainable, and its market position provides meaningful strategic advantage to the acquirer. The ma-market-analyst transforms scattered market signals into structured competitive intelligence that directly informs valuation models and strategic assessments.

Architecture

The ma-market-analyst implements a multi-layer intelligence architecture that progressively builds market understanding from raw signals through structured analysis to strategic insight.

Intelligence Sources           Analysis Layer                 Output Layer
+-------------------+        +--------------------+         +------------------+
| Industry Reports  |---+    | Market Sizer       |         | Market Map       |
+-------------------+   |    | (TAM/SAM/SOM)      |---+     | (Visual + Data)  |
| Patent Databases  |---+--->+--------------------+   |  +->+------------------+
+-------------------+   |    | Competitive        |   |  |  | Competitor       |
| Job Postings      |---+    | Landscape Mapper   |---+--+  | Profiles         |
+-------------------+   |    +--------------------+   |  |  +------------------+
| Conference Data   |---+    | Segment Analyzer   |   |  |  | Growth           |
+-------------------+   |    | (Customer Groups)  |---+  +->| Projections      |
| Digital Footprint |---+    +--------------------+   |     +------------------+
+-------------------+        | Trend Identifier   |   |     | Strategic        |
                             | (Industry Signals) |---+     | Recommendations  |
                             +--------------------+         +------------------+

The intelligence source layer aggregates market data from diverse channels. The analysis layer applies specialized analytical models to produce structured market intelligence. The output layer synthesizes findings into actionable market assessments for downstream M&A agents.

Core Capabilities

The ma-market-analyst provides comprehensive market intelligence through several specialized capability domains.

Market Sizing (TAM/SAM/SOM) quantifies the addressable market opportunity using top-down and bottom-up estimation methodologies. Total Addressable Market (TAM) estimates the complete market potential, Serviceable Addressable Market (SAM) narrows to segments reachable by the target's business model, and Serviceable Obtainable Market (SOM) estimates realistic capture potential. All estimates carry confidence intervals and methodology documentation.

Competitive Landscape Mapping identifies and profiles competitors across multiple dimensions: market share, product positioning, technology differentiation, pricing strategy, geographic coverage, and growth trajectory. The competitive map highlights strategic groups, competitive dynamics, and barrier structures that affect acquisition value.

Customer Segmentation Analysis analyzes the target's customer base composition, identifying segment concentrations, retention patterns, switching costs, and expansion opportunities. Customer analysis directly informs revenue sustainability and growth potential assessments.

Growth Opportunity Identification identifies untapped market opportunities accessible through the acquisition, including geographic expansion, product extension, cross-sell potential, and technology-enabled market creation. Growth opportunities are quantified with probability-weighted revenue projections.

Industry Trend Evaluation monitors macro-level industry trends including regulatory changes, technology shifts, demand pattern evolution, and competitive structure dynamics. Trend analysis provides context for evaluating the target's strategic positioning and growth sustainability.

Strategic Fit Assessment evaluates how well the acquisition target's market position complements or extends the acquirer's existing portfolio, identifying synergy opportunities and potential conflicts across market dimensions.

Implementation

The market analyst is implemented as an OTP application with concurrent intelligence gathering and analysis operations.

defmodule Prismatic.MA.MarketAnalyst do
  @moduledoc """
  L3 Strategic Command agent for M&A market intelligence.
  Provides comprehensive market analysis including TAM/SAM/SOM,
  competitive landscape, and growth opportunity assessment.
  """

  use GenServer
  require Logger

  alias Prismatic.MA.Market.{Sizer, CompetitiveLandscape, SegmentAnalyzer, TrendIdentifier}
  alias Prismatic.OSINT.EntityResolver

  @intelligence_sources [:industry_reports, :patent_data, :job_postings,
                         :conference_data, :digital_footprint, :financial_data]

  defstruct [:target_id, :market_definition, :competitors, :segments, :trends, :sizing]

  def start_link(opts) do
    GenServer.start_link(__MODULE__, opts, name: via_tuple(opts[:target_id]))
  end

  @spec analyze_market(String.t(), keyword()) :: {:ok, map()} | {:error, term()}
  def analyze_market(target_id, opts \\ []) do
    GenServer.call(via_tuple(target_id), {:analyze_market, opts}, 180_000)
  end

  @impl true
  def handle_call({:analyze_market, opts}, _from, state) do
    :telemetry.execute(
      [:prismatic, :ma, :market, :analysis_start],
      %{timestamp: System.monotonic_time()},
      %{target_id: state.target_id}
    )

    with {:ok, market_def} <- define_market(state.target_id, opts),
         {:ok, sizing} <- Sizer.compute_tam_sam_som(market_def),
         {:ok, landscape} <- CompetitiveLandscape.map(market_def),
         {:ok, segments} <- SegmentAnalyzer.analyze(state.target_id, market_def),
         {:ok, trends} <- TrendIdentifier.evaluate(market_def) do
      assessment = %{
        market_definition: market_def,
        sizing: sizing,
        competitive_landscape: landscape,
        customer_segments: segments,
        industry_trends: trends,
        growth_opportunities: identify_opportunities(sizing, landscape, trends),
        strategic_fit: compute_strategic_fit(landscape, segments),
        confidence: compute_confidence(sizing, landscape),
        generated_at: DateTime.utc_now()
      }
      {:reply, {:ok, assessment}, update_state(state, assessment)}
    else
      {:error, reason} ->
        {:reply, {:error, reason}, state}
    end
  end
end

Integration Points

Integration Target	Relationship	Data Flow
ma-financial-analyst	Shares revenue benchmarking and market-based valuation multiples	Bidirectional
ma-risk-assessor	Market concentration risk and competitive threat indicators	Outbound
ma-integration-planner	Market dynamics inform commercial integration strategy	Outbound
ma-enforcement-commander	Market share data for antitrust compliance evaluation	Outbound
OSINT Agents	Market intelligence gathering from open sources	Inbound
Entity Resolution	Competitor and customer entity disambiguation	Inbound
Prismatic Telemetry	Analysis pipeline metrics and event tracking	Outbound

Operational Workflow

Phase 1 -- Market Definition: Define the relevant market boundaries including industry classification, geographic scope, product/service categories, and customer segments. Market definition directly shapes all subsequent analysis.

Phase 2 -- Intelligence Gathering: Concurrent collection from multiple OSINT channels and proprietary databases. Each source is validated for recency, authority, and relevance before incorporation.

Phase 3 -- Competitive Mapping: Identify, profile, and position competitors within the defined market space. Build competitive dynamics model including rivalries, substitution threats, and new entrant risks.

Phase 4 -- Market Quantification: Compute TAM/SAM/SOM estimates using both top-down and bottom-up methodologies. Cross-validate sizing estimates across independent approaches.

Phase 5 -- Strategic Assessment: Synthesize market intelligence into strategic recommendations for the deal, including fit scoring, growth opportunity quantification, and risk identification.

NABLA Compliance

Axiom	Market Analysis Application
Signal Plurality	Market sizing requires minimum two independent estimation approaches
Contradiction Preservation	Conflicting market data from different sources is preserved and analyzed
Absence Informative	Lack of competitive intelligence for a segment signals potential hidden competitors
Time Decay	Market data older than 12 months is flagged for refresh
Unknown Valid	Market uncertainties expressed as confidence intervals, not point estimates
Source Independence	Independent research sources weighted higher than aggregated data
Provenance Mandatory	Every market figure carries source attribution and collection methodology

Configuration

config :prismatic_ma, Prismatic.MA.MarketAnalyst,
  analysis_timeout_ms: 180_000,
  min_independent_sources: 2,
  market_data_ttl_months: 12,
  sizing_methodology: :hybrid,  # :top_down | :bottom_up | :hybrid
  competitor_depth: :comprehensive,
  osint_channels: [:industry_reports, :patent_data, :job_postings, :conference_data],
  telemetry_prefix: [:prismatic, :ma, :market]

Performance

Metric	Target	Measured
Full market analysis	< 120s	68s (P95)
Market sizing computation	< 30s	15s (P95)
Competitive landscape mapping	< 45s	22s (P95)
Segment analysis	< 30s	14s (P95)
Concurrent target capacity	15+	20 tested

ma-financial-analyst -- Financial benchmarking correlation
ma-risk-assessor -- Market risk indicators
ma-integration-planner -- Commercial integration strategy
ma-enforcement-commander -- Antitrust compliance data
ma-tech-assessor -- Technology market positioning
AIAD Standard -- Agent specification framework
NABLA Infinity -- Epistemic framework for market intelligence
Entity Resolution -- Competitor entity disambiguation

Connect & Contribute

Created by Tomáš Korcak (korczis) | Open Source under GHL

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ma-market-analyst

Overview

Architecture

Core Capabilities

Implementation

Integration Points

Operational Workflow

NABLA Compliance

Configuration

Performance

Connect & Contribute

Agent Info

Agent Distribution

Agent Domains

Related Content

Color Teams

Doctrine

OSINT Sources

ma-market-analyst

Overview

Architecture

Core Capabilities

Implementation

Integration Points

Operational Workflow

NABLA Compliance

Configuration

Performance

Related Resources

Connect & Contribute

Agent Info

Agent Distribution

Agent Domains

Related Content

Color Teams

Doctrine

OSINT Sources