QMA | Market Intelligence
The diagnostic should precede the investment.
Most market entry decisions are made on incomplete data.
The three inputs organizations most often rely on are each insufficient on their own. A QMA replaces them with measured positions.
Industry reports
Third-party market reports describe the market at a category level. They do not tell you which specific competitors hold organic visibility, what their technical infrastructure looks like, or what the consumer survey shows about unaided brand awareness in your target category.
Internal assumptions
Planning documents reflect what the team believes about the market. Beliefs are shaped by experience in the current category, which does not transfer. The competitive landscape in an adjacent market is structurally different. Internal maps routinely miss the actual category leaders.
Qualitative research
Focus groups and expert interviews surface opinions. They do not produce a quantitative baseline of share of voice, a machine learning model of search ranking factors, or a counterfactual analysis that separates structural demand from event-driven spikes. Opinions cannot be stress-tested against data.
How QMA compares to common assessment approaches
A QMA replaces narrative-based inputs with a measured, competitor-benchmarked scorecard. Here is how it stacks up against the other assessments organizations typically rely on.
| Assessment Type | Output | Competitor Benchmarking | Actionability |
|---|---|---|---|
| Quantitative Market Assessment (QMA) | 7-dimension competitive scorecard | Direct, measured vs. named competitors | High: ranked gaps drive budget priorities |
| Brand audit | Perception and positioning analysis | Limited: usually category-level | Medium: qualitative strategy implications |
| SEO audit | Technical + keyword gap analysis | Partial: organic only | High for SEO; low for full marketing picture |
| Industry analyst report | Category trends and market size | None: no company-specific data | Low: no direct operational input |
Three phases. One coherent competitive picture.
The QMA is not a collection of individual metrics. It is a structured intelligence process where each phase builds directly on the last.
Assess
Establish the quantitative baseline across both your current position and the market under evaluation. Identify competitors you haven't mapped. Measure what the data actually shows, not what the team believes.
Analyze
Apply statistical and machine learning methods to the collected data. Model what actually drives rankings in this specific industry. Separate durable demand from external events using counterfactual methods.
Implement
Translate analytical findings into a sequenced action framework. Specify which actions carry the highest predictive weight given the client's current position. Prioritized by the data, not by generic best practices.
A structured framework, not a variable scope.
The 20-dimension framework was built to ensure no relevant signal is omitted. The inputs and the methodology are the same on every engagement. What differs is what the data reveals for your specific competitive environment.
Color coding reflects which phase of the QMA process each dimension belongs to: Assess (navy), Analyze (orange), Implement (teal).
The diagnostic precedes the investment. Every time.
A QMA applies in any situation where a significant strategic or financial commitment depends on understanding a competitive landscape that has not been quantitatively measured.
Market Entry Evaluation
Your organization holds strong position in its current category and is evaluating entry into an adjacent one. Before committing resources, you need a quantified picture of who actually controls that market, what the path to visibility requires, and whether the demand is durable.
Demand Validation
External events have inflated demand signals in a category you are evaluating. Standard market sizing does not separate structural growth from the spike. Counterfactual modeling produces a planning-grade demand baseline for the investment horizon.
Competitive Landscape Reset
Internal planning assumptions about who the real competitors are have not been validated with data. The QMA identifies the actual competitive set, including players not on internal radar who may hold dominant category positions.
Content and SEO Investment Sizing
Before committing to a large content or search program, the organization needs to understand what the ranking factors actually are in this specific industry and what technical and content benchmarks are required for competitive viability.
Product Launch Intelligence
A new product is entering a category the organization has not previously competed in. The QMA maps the consumer purchase journey, keyword vocabulary, competitive content benchmarks, and marketplace dynamics specific to that category before launch.
Brand Vulnerability Assessment
The organization's organic traffic is heavily concentrated in branded search terms. The QMA quantifies the concentration, identifies the non-branded keyword opportunity, and specifies the content and technical requirements for expanding contextual relevance.
FLIR Systems: The category leader had zero presence in the market they wanted to enter.
Fluke held 4.7% share in the market where FLIR was dominant. In the market FLIR was evaluating for entry, Fluke held 37.3%. Same company, structurally different competitive environments. The QMA made this visible before any investment was committed.
Five findings that changed FLIR's strategic picture. None of them appeared on the internal competitive map.
Unmapped competitor controlled the target category
Fluke, not on FLIR's radar as a direct competitor, held 37.3% of EST/EBT share of voice. The categories had largely separate competitive sets.
Demand was 4x pre-Covid baseline but not all durable
Monthly searches peaked at 301K in April 2020. Counterfactual modeling separated the spike from the structural ~150K baseline for planning purposes.
70% of consumers could not name a single thermal imaging brand
The 700-respondent survey (99% CI) showed low category brand allegiance, representing both a gap and an opportunity for a new entrant.
60% of FLIR's keywords were branded: a structural expansion barrier
Most of FLIR's organic traffic came from users who already knew them. The EST/EBT category required contextual relevance their infrastructure didn't provide.
Mobile load speed was a binary threshold, not a spectrum
The 2,000+ page ranking model identified sub-1-second mobile load as a measurable predictor of page-one probability. FLIR was below it
The question of whether to enter a market and the question of what it would take to compete in it are not the same question. A market entry decision made without answering the second one first is not a strategy. It is a commitment made in the absence of information.
Related Reading
Read the strategic frameworks that inform a QMA, then see the other Measure lane platforms that follow a validated market entry.
Quantitative Market Assessment: A Complete Guide
The methodology behind sizing a market with data before you spend against it.
Read article →The 5 Cs Framework: A Strategic Guide for Business Leaders
Company, customers, competitors, collaborators, and context — how to run a complete market audit.
Read article →The GSTIC Framework: Build a Marketing Plan That Actually Executes
Goals, strategy, tactics, implementation, and control — the planning model built for accountability.
Read article →Galileo
Multi-touch attribution that closes the loop between every channel and closed revenue.
Explore →Compass
Search intelligence that converts organic rankings into dollar-denominated financial terms.
Explore →AEO Index
AI visibility tracking. Know whether ChatGPT, Perplexity, and Google AI cite your brand.
Explore →See how the QMA fits into the complete intelligence model.
The QMA answers the question before any investment is made. Compass, AEO Index, and Galileo carry that intelligence forward through organic deployment, AI visibility tracking, and revenue attribution.
You need to know the landscape before you commit to it.
The QMA framework is available for market entry evaluation, category expansion, product launches, and competitive resets. The methodology is the same on every engagement. What changes is what the data shows about your market.
Questions about QMA
A QMA is Arcalea's 20-dimension competitive intelligence framework. It measures share of voice, brand awareness, search ranking factors, demand durability, keyword gaps, technical performance benchmarks, and consumer purchase behavior across your market and any adjacent markets you are evaluating. The output is a data-grounded competitive picture, not opinions.
A QMA is most valuable before a market entry decision, category expansion, major content or SEO investment, product launch, or M&A evaluation. The core principle is that the diagnostic should precede the investment. Committing budget to a market without quantitative measurement is not a strategy.
Phase 1 (Assess) establishes the quantitative baseline. Phase 2 (Analyze) applies statistical and machine learning techniques to model ranking factors, separates structural demand from event-driven effects, and identifies gaps. Phase 3 (Implement) translates findings into a sequenced action roadmap tied to data, not to generic best practices.
FLIR held 50.5 percent share of voice in thermal imaging but 0.0 percent in the adjacent consumer thermometer market. The QMA identified unmapped competitors, separated Covid-driven demand from durable baseline, and revealed that 60 percent of FLIR's organic traffic came from branded keywords, limiting expansion capability.
A standard competitive analysis surfaces what competitors do and say. A QMA measures what the data shows: who actually holds visibility, what the ranking factors are in this specific industry, what consumer surveys reveal about brand awareness, and what the quantitative requirements are for competitive viability.
The QMA engages leadership stakeholders from product, marketing, and strategy teams. We conduct the research and analysis independently, then synthesize findings into a shared diagnostic framework that informs the market entry decision for all teams simultaneously.