T — 01


Define the product, target country, language, use cases and competing vendors. The initial evaluation establishes where your product appears, how it is represented and which sources accompany the recommendations.
We will contact you to confirm scope and delivery.
Examine search demand, buyer requirements and category boundaries. Distinguish broad informational queries from questions about selecting a vendor.
Compare documented capabilities against explicit criteria. Keep editorial product assessments separate from observed recommendation frequency.
Record which vendors appear, how they are described and which sources are cited. Define the country, language, query set and collection period.
Review factual errors, missing product evidence and overlooked buyer requirements. Each action has a supporting observation, an owner and a proposed measure of progress.
Coordinate changes to product documentation, comparisons, case studies and relevant external profiles. Implementation responsibilities and deliverables are agreed with your team.
Repeat a consistent query panel and record changes in coverage, descriptions and citations. Report changes in collection conditions alongside the results.
Use referral, inquiry and CRM data supplied by your team to follow qualified interest and pipeline. Treat benchmark observations and sales attribution as separate measurements.
Product assessments, an LLM response pilot, demand estimates, citation patterns and category ambiguity. Read the benchmark or inspect the full research.
A comparison of documented routing, integrations and operational capabilities, with published scoring criteria. Read the benchmark.
Begin with an evaluation for one category and target market. We confirm the query panel, systems, research coverage and delivery schedule before starting. Positioning work and recurring evaluation are scoped after the baseline.
Tell us which product, category and market you want to evaluate.
We will contact you to confirm scope, coverage and delivery.
The baseline informs a prioritized work plan. Scope may include source corrections, product evidence, category content and repeat evaluations. Ongoing work and reporting cadence are agreed separately.
No. Recommendations vary by system, query and collection context. We help teams improve their positioning and evaluate progress. Commercial results require customer-side measurement; mention counts alone do not establish revenue impact.
No. Evaluation and positioning engagements do not purchase editorial placement or scores. Published criteria and observations remain separate from commercial work.
No. Category evaluations and positioning work are scoped engagements. The enrichment API is a separate data service with its own documented endpoints and credit pricing.