Market Intelligence glossary.

A Market Map is the object Trendscoded builds first. It names the markets buyers would genuinely compare the company in, who belongs in each, and which of those markets are worth measuring now. Markets that are real but not yet measured stay on the map as worth watching; neighbouring markets that were ruled out stay visible with the reason. Standing is then measured on the markets that matter, so each read refers to a defined market rather than a general impression. A Market Map is not a total-addressable-market diagram and not a single category label.

A PR agency maps a B2B client: three markets buyers and reporters actually compare them in, two measured now, one watched, and an adjacent category ruled out because the client does not sell that purchase.

A Bounded Market establishes what can be compared meaningfully. It names the primary brand, relevant market participants, buyer groups, use cases, category boundary, and geography. Signals, Associations, Association Standing, the Market Standing, ownership, and deltas are interpreted only inside that boundary; there is no useful global position outside it.

Enterprise identity security for North American financial-services buyers, with the primary brand and four named rivals, is a bounded market. Generic cybersecurity worldwide is not.

Reputation Associations capture how buyers judge a participant and when they recommend, shortlist, include, exclude, compare, or review it. Reputation Signals come from attributable customer accounts, practitioner and analyst commentary, review platforms, communities, social discussion, recommendation lists, and comparable third-party evaluation—not from the brand repeating its own claim.

Customers and practitioners repeatedly recommend the brand as the compliance-first choice in reviews, community answers, and vendor shortlists.

Capability Associations describe what buyers and available evidence connect a company with being able to do. Read them in the context of the buyer need and the companies being compared.

Under the same complex ownership structure, the brand preserves one auditable risk decision while a record-by-record workflow loses policy consistency.

Recall Associations are one of four Market Positioning Association categories. They describe when, where, and for which buyer situations an entity is naturally surfaced, remembered, or retrieved — category membership, shortlist presence, top-of-mind, and similar retrieval associations. Recall is an association type, not a process name. Market relevance does not by itself establish leadership.

The brand is associated with regulated mid-market buyers but is not yet included in enterprise procurement comparisons.

Alternative Associations capture the options, products, or approaches a participant can credibly replace for the same buyer need. They require a real substitution context, switch trigger, and choice behavior; a generic competitor comparison or adjacent category does not establish an Alternative Association.

Buyers consider the brand as a replacement for a legacy manual-KYB workflow when ownership complexity makes policy consistency difficult to maintain.

Read standing with the market, rival set, model, date, and available evidence. A position in one market does not describe the company everywhere.

A company may have a strong position for one buyer group while a rival leads in another.

Review which capabilities are associated with the company and its rivals, alongside the available evidence. Keep the comparison within the selected market.

A company may be well established for auditability while a rival is better known for ease of use.

Review what buyers and available sources associate with the company: trust, suitability, and reasons to recommend it in the selected market.

A challenger may be recognized as a compliance-first choice while another company leads broader recommendations.

Read recognition relative to the relevant rivals, keeping the model, market, buyer context, and date attached to the result.

A model may recognize a company for one buyer situation while naming other rivals for another.

Review which rivals the company is compared with and the buyer situations in which it appears as an alternative. Keep the market and available evidence visible.

A company can be well known in its category yet appear less often when buyers ask for an alternative to a specific rival.

Market Positioning Intelligence is Trendscoded's approach inside Market Intelligence. It models a bounded competitive market — its standards, associations, ownership, and brand positions — after the Market Map names which markets buyers would genuinely compare the brand in. Visibility tools show where a brand is mentioned, cited, or ranked. Market Positioning Intelligence reads those signals as evidence of standing inside a defined market, with the sources behind every read.

A visibility dashboard shows your brand dropped from third to fifth on Gemini for a buyer query. Market Positioning Intelligence explains why: a rival gained third-party proof while your evidence stayed first-party, and the standing moved inside a named market on the map.

A Brand Association is one unit of position: something buyers, market evidence, or AI answers connect to a brand. Reputation Associations describe how buyers judge it. Capability Associations describe what its mechanism is believed to do better. Recall Associations describe where it belongs. Alternative Associations describe what it can replace for the same need.

'Handles ownership changes without losing policy consistency' is a Capability Association. 'The compliance-first choice' is a Reputation Association. 'Belongs on the enterprise KYB shortlist' is a Recall Association. 'A replacement for manual KYB review' is an Alternative Association.

A Positioning Baseline is the first measurement of your brand's Capability, Reputation, Recall, and Alternative Associations against its market, measured per model. Every later position shift is read against this baseline.

A baseline shows the brand is strongly associated with mid-market deployments but absent from enterprise comparisons — while one rival owns three of the market's five rewarded standards.

A Positioning Delta is a specific, ranked gap between the brand's measured position and a credible target position — always read against the market standards it must meet and the rivals that own them. Deltas are where positioning work starts.

The market rewards third-party security proof. The brand's evidence is first-party only. That gap, ranked against the other gaps, is a positioning delta.

An Observed Event is a single dated development with sources behind it: a rival launch, a market announcement, an analyst report, a brand milestone. Events are the inputs the system monitors. Each relevant event is interpreted against the brand's position to see whether it creates a position shift.

A rival publishes a benchmark study. That is an observed event. Whether it matters depends on what it does to the positions in your market.

A Position Shift is the interpreted effect of an observed event on the positions in your market: who it strengthened, who it weakened, and which association it touched. Standing is then reread against the measured baseline, with the sources behind the change.

A rival's enterprise launch strengthens its enterprise market association and weakens your differentiation there. That is the position shift the standing is reread against.

A Positioning Outcome is the intended result of positioning work: the specific way the brand should be understood after the work ships. Naming it keeps later communications pointed at one outcome instead of generic messaging.

Intended result: 'the trusted option for audited on-premise deployment.' Later communications support that result.

Competitive Ownership maps rewarded associations to the participants that credibly own them. Ownership is measured from maintained evidence, not claimed. It distinguishes broad category relevance from positions a brand or rival can actually defend.

The 'fastest deployment' association is owned by Rival A at high strength. A credible move targets an adjacent, weakly-owned association instead of attacking that one head-on.

AEO — Answer Engine Optimization — is a common name for work that tries to get ChatGPT, Gemini, Claude, or Grok to name a brand. Trendscoded is not an AEO product. It maps the markets buyers compare you in, then reads those answers as evidence of standing.

An AEO program might chase mention counts. A Market Map names the market first; standing is then measured inside it.

GEO and AEO name the same appearance job. Trendscoded is not a GEO product. It maps markets, then reads AI answers as evidence of standing.

A GEO tracker counts where you appear. A Market Map says which market that count should be read against.

Trendscoded reads these four engines as evidence of standing inside a Bounded Market. Same buyer question, different lists — that is why standing is measured per model.

One query can put a brand first on Grok and leave it unmentioned on Gemini.

In-window evidence is dated content recent enough to represent a current market development. The useful window depends on how quickly the market changes; the concept separates current momentum from stable background evidence.

When reviewing developments from the past month, a recent product announcement may be relevant. An older white paper can still provide background, but it does not establish that a new development occurred during that month.

Evergreen evidence supports a stable claim without depending on a publication date — for example product pages, technical documentation, API references, benchmarks, or standards. Evergreen evidence establishes capability or context; in-window evidence establishes current momentum.

Vendor X's '/security' page has no publication date but lists current SOC2 Type II, ISO 27001, HIPAA. That is evergreen evidence of capability. A March 2026 customer case study quoting a CISO citing those same certifications is in-window evidence of momentum.

Buyer Frame is the context for every read. A read for 'enterprise SaaS in fintech' returns a different vendor list than 'mid-market manufacturers in industrial automation.' Market Standing is always scoped to a Buyer Frame — there is no global standing.

Buyer Frame: 'Series B–D SaaS companies buying AI infrastructure.' Trendscoded runs provider comparison questions framed by this context across all four answer engines.

Market Boundary is the explicit definition of what counts as 'inside' your defined market and what counts as 'adjacent.' For a market like 'inline AI usage controls,' the boundary excludes post-use AI monitoring, network-edge SSE, browser-only tools, and standalone DLP. The boundary is critical because AI engines often blur adjacent categories — without a clear boundary, Trendscoded can't distinguish 'we lost rank in our market' from 'we got compared against an adjacent market we don't compete in.' Every comparison question is filtered through the market boundary so reads stay scoped.

Market Boundary for inline AI usage controls — what_it_is: 'execution-path control of outgoing prompts at moment of send.' what_it_is_not: 'post-use AI monitoring, SSE, browser-only controls, standalone DLP unless inline.' Adjacent markets are listed for exclusion context, not as competitors.

Adjacent Markets are categories that share buyer language with your defined market but are structurally different. For 'inline AI usage controls,' adjacent markets include SSE/SWG, browser-based AI controls, post-use AI monitoring, standalone DLP, and AI gateway routing. Trendscoded tracks adjacent markets as exclusion context: if an AI engine confuses your market with an adjacent one, the read flags it. Adjacent markets are not competitors — they are reference categories that help disambiguate the boundary.

When ChatGPT recommends a network-edge SSE tool in answer to 'best inline AI usage control,' the result shows boundary confusion with an adjacent market and supports a clearer positioning response.