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What each kind of analytics tool is built for, fair comparisons of named products, and how to move a desk's questions from one to another.
Choose an approach by the question your sales and marketing teams need to answer. Compare prospect research with internal CRM analysis, then test the choice on a checked campaign export.
Oct 25, 20266 min readEvaluate manufacturing KPI software with production, downtime, quality, and cost exports that already reconcile. Compare approaches, rebuild expected figures, and test the treatment of duplicates, missing values, and changed operating assumptions.
Oct 22, 20265 min readEvaluate inventory forecasting software with your own demand, forecast and stock exports. Compare approaches, reconcile a worked test and distinguish forecast analysis from the execution of replenishment decisions.
Oct 19, 20266 min readWhat Databricks Genie needs to answer a business question, how to check its pricing and evidence, and when exports fit one desk's analysis better.
Oct 17, 20266 min readWhich Snowflake layer would your business team use? Separate Analyst, Agents and CoWork by responsibility, answer checks and the costs each drives.
Oct 17, 20263 min readAlready on Snowflake? Decide whether CoWork fits your team's questions, what makes answers dependable, how usage is billed and when files are enough.
Oct 17, 20265 min readAlready use Snowflake? Compare CoWork and Covirage on one recurring business question, its sources, answer checks, ownership and ongoing cost.
Oct 17, 20264 min readChoose retail assortment planning software by testing the decisions your buyers need to make. Compare spreadsheet, reporting and merchandise-planning approaches using a SKU-store export with known totals, availability exceptions and buying constraints.
Oct 15, 20266 min readChoose an ecommerce analytics platform by testing your order, refund and cost files. Use a worked category and channel comparison to judge whether the results reconcile and support a decision.
Oct 12, 20265 min readChoose financial modeling software by the planning question, source workbook and review process. This guide compares approaches and gives a worked acceptance test for planned versus actual operating results.
Oct 8, 20265 min readChoose sales-planning software by the decisions, data, scenarios and approval workflow you need. Distinguish spreadsheets, CRM, planning platforms and analytics before testing a shortlist.
Oct 6, 20263 min readChoose marketing agency reporting software by testing a real client results and delivery-cost workbook. Compare reporting approaches, verify vendor claims, and use reconciled totals to assess whether each option fits the job.
Sep 29, 20266 min readBusiness intelligence (BI) is the practice, and the software, of turning a company's operational data into reports, dashboards and queries people can trust. This page defines it, sets out the four layers of a BI system, traces one revenue question through them with the numbers, and covers who runs BI, how it differs from analytics and data science, and where it goes wrong.
Sep 27, 20266 min readChoose demand forecasting software by testing your own forecast inputs, accuracy measures and operating handoffs. This guide compares approaches and works a buyer acceptance case from forecast and actual-demand rows.
Sep 26, 20266 min readEvaluate retail analytics platforms against the questions your sales, inventory and store exports can answer. Use a reconciled test case to compare approaches, check results and decide who will own the work.
Sep 25, 20265 min readChoose sales forecasting software by the inputs, decisions and review evidence your team needs. Compare approaches on the same sales export and check forecast error before committing.
Sep 25, 20265 min readHow B2B telecom providers should choose analytics software: start from the questions, check the data you hold, ask vendors ten questions, avoid the traps.
Sep 24, 20264 min readChoose an online workbook analysis workflow by the question, setup, and evidence you need. Use a reconciled revenue and margin example to evaluate results on your own file.
Sep 22, 20266 min readThe four kinds of financial reporting software, what separates them, and the seven questions a controller should answer before any demo. It works through a weighted scoring sheet for one illustrative group and ends with the tie-out test every shortlisted tool must pass on your last month-end.
Sep 21, 20267 min readBI tools for data visualization all draw good charts; they differ in modeling, sharing, cost and the skills they need. This guide groups the main tools, lists six questions to settle first, and gives a six-row test with known totals that proves whether a tool's charts are right.
Sep 19, 20266 min readDashboard software ranges from full BI platforms to dashboard-first KPI tools and spreadsheet dashboards. This guide explains where each keeps its KPI definitions, works through a weighted scoring example, and gives a five-KPI accuracy test every shortlisted tool must pass.
Sep 19, 20266 min readA map of the five kinds of data analysis software, from spreadsheets to AI analytics assistants, and what each is built for. It matches each kind to the jobs finance and sales teams actually have, lists six questions to settle before any demo, and works through a trial log that scores three candidates on your own file.
Sep 19, 20267 min readAn even-handed map of business intelligence tools: what they do, the main types and what each is built for, the decisions to make before any demo, and a weighted scoring sheet worked through with three options. It ends with the trial that settles the choice: your own data, with answers you already know.
Sep 18, 20268 min readCompare descriptive analytics tools on totals, segmentation and checks using the same business file. A worked sales example shows what each candidate must reproduce before you assess its presentation or workflow.
Sep 14, 20265 min readWorkday Adaptive Planning pricing, formerly Adaptive Insights, from its published sources, and the other costs to budget in year one: implementation, modeling, training and consumption.
Sep 14, 20262 min readZoho Analytics pricing, from its published sources, and the other costs to budget in year one: implementation, modeling, training and consumption.
Sep 14, 20262 min readZoho Analytics vs Power BI compared: what each is built for, what it needs before the first answer, and a file-first option when neither fits.
Sep 14, 20268 min readZoho Analytics vs Tableau compared: what each is built for, what it needs before the first answer, and a file-first option when neither fits.
Sep 14, 20268 min readThoughtSpot vs Looker compared: what each is built for, what it needs before the first answer, and a file-first option when neither fits.
Sep 13, 20267 min readThoughtSpot vs Power BI compared: what each is built for, what it needs before the first answer, and a file-first option when neither fits.
Sep 13, 20268 min readThoughtSpot vs Cortex Analyst compared: what each is built for, what it needs before the first answer, and a file-first option when neither fits.
Sep 13, 20269 min readThoughtSpot vs Tableau compared: what each is built for, what it needs before the first answer, and a file-first option when neither fits.
Sep 13, 20267 min readVena pricing, from its published sources, and the other costs to budget in year one: implementation, modeling, training and consumption.
Sep 13, 20262 min readVena vs Anaplan compared: what each is built for, what it needs before the first answer, and a file-first option when neither fits.
Sep 13, 20266 min readVena vs Planful compared: what each is built for, what it needs before the first answer, and a file-first option when neither fits.
Sep 13, 20266 min readA practical guide to moving a team's questions off Adaptive Planning: what to export, how the data maps, what carries over, and running both side by side.
Sep 12, 20263 min readA practical guide to moving a team's questions off ThoughtSpot: what to export, how the data maps, what carries over, and running both side by side.
Sep 12, 20263 min readA practical guide to moving a team's questions off Vena: what to export, how the data maps, what carries over, and running both side by side.
Sep 12, 20263 min readA practical guide to moving a team's questions off Zoho Analytics: what to export, how the data maps, what carries over, and running both side by side.
Sep 12, 20263 min readTableau pricing, from its published sources, and the other costs to budget in year one: implementation, modeling, training and consumption.
Sep 12, 20262 min readThoughtSpot pricing, from its published sources, and the other costs to budget in year one: implementation, modeling, training and consumption.
Sep 12, 20262 min readThoughtSpot vs Databricks AI/BI compared: what each is built for, what it needs before the first answer, and a file-first option when neither fits.
Sep 12, 20267 min readEvaluate price analysis software with your own invoice lines and dated price lists. This guide works a pricing check, compares tool approaches, and sets out the evidence a business team should require before choosing.
Sep 11, 20265 min readA practical guide to moving a team's questions off Power BI: what to export, how the data maps, what carries over, and running both side by side.
Sep 11, 20263 min readA practical guide to moving a team's questions off Qlik Sense: what to export, how the data maps, what carries over, and running both side by side.
Sep 11, 20263 min readA practical guide to moving a team's questions off Sigma: what to export, how the data maps, what carries over, and running both side by side.
Sep 11, 20263 min readA practical guide to moving a team's questions off Sisense: what to export, how the data maps, what carries over, and running both side by side.
Sep 11, 20263 min readA practical guide to moving a team's questions off Cortex Analyst: what to export, how the data maps, what carries over, and running both side by side.
Sep 11, 20265 min readA practical guide to moving a team's questions off Tableau: what to export, how the data maps, what carries over, and running both side by side.
Sep 11, 20263 min readEvaluate inventory analysis software against reconciled stock, demand, and movement questions. Use a small export-based comparison to test calculations, exceptions, and the evidence behind each answer.
Sep 10, 20266 min readA practical guide to moving a team's questions off Databricks AI/BI: what to export, how the data maps, what carries over, and running both side by side.
Sep 10, 20263 min readA practical guide to moving a team's questions off Domo: what to export, how the data maps, what carries over, and running both side by side.
Sep 10, 20263 min readA practical guide to moving a team's questions off Looker: what to export, how the data maps, what carries over, and running both side by side.
Sep 10, 20263 min readA practical guide to moving a team's questions off Metabase: what to export, how the data maps, what carries over, and running both side by side.
Sep 10, 20263 min readA practical guide to moving a team's questions off Palantir Foundry: what to export, how the data maps, what carries over, and running both side by side.
Sep 10, 20263 min readA practical guide to moving a team's questions off Pigment: what to export, how the data maps, what carries over, and running both side by side.
Sep 10, 20263 min readA practical guide to moving a team's questions off Planful: what to export, how the data maps, what carries over, and running both side by side.
Sep 10, 20263 min readSigma vs ThoughtSpot compared: what each is built for, what it needs before the first answer, and a file-first option when neither fits.
Sep 9, 20267 min readSisense vs Power BI compared: what each is built for, what it needs before the first answer, and a file-first option when neither fits.
Sep 9, 20268 min readSisense vs Tableau compared: what each is built for, what it needs before the first answer, and a file-first option when neither fits.
Sep 9, 20267 min readBudget Snowflake Cortex Analyst costs: API messages, agent models, SQL compute and setup, with a dated worked first-year worksheet.
Sep 9, 20266 min readA practical guide to moving a team's questions off Alteryx: what to export, how the data maps, what carries over, and running both side by side.
Sep 9, 20263 min readA practical guide to moving a team's questions off Anaplan: what to export, how the data maps, what carries over, and running both side by side.
Sep 9, 20263 min readA practical guide to moving a team's questions off Clari: what to export, how the data maps, what carries over, and running both side by side.
Sep 9, 20263 min readQlik Sense vs Power BI compared: what each is built for, what it needs before the first answer, and a file-first option when neither fits.
Sep 8, 20268 min readQlik Sense vs Tableau compared: what each is built for, what it needs before the first answer, and a file-first option when neither fits.
Sep 8, 20268 min readRevenue intelligence reads the pipeline, BI shows the totals, and a ledger-based bridge explains the change. What each is for.
Sep 8, 202614 min readSigma vs Looker compared: what each is built for, what it needs before the first answer, and a file-first option when neither fits.
Sep 8, 20267 min readSigma vs Power BI compared: what each is built for, what it needs before the first answer, and a file-first option when neither fits.
Sep 8, 20268 min readSigma vs Tableau compared: what each is built for, what it needs before the first answer, and a file-first option when neither fits.
Sep 8, 20268 min readPlanful pricing, from its published sources, and the other costs to budget in year one: implementation, modeling, training and consumption.
Sep 7, 20262 min readPlanful vs Adaptive Planning compared: what each is built for, what it needs before the first answer, and a file-first option when neither fits.
Sep 7, 20266 min readPlanful vs Anaplan compared: what each is built for, what it needs before the first answer, and a file-first option when neither fits.
Sep 7, 20266 min readPower BI pricing, from its published sources, and the other costs to budget in year one: implementation, modeling, training and consumption.
Sep 7, 20262 min readPower BI vs Tableau compared: what each is built for, what it needs before the first answer, and a file-first option when neither fits.
Sep 7, 20268 min readQlik Sense pricing, from its published sources, and the other costs to budget in year one: implementation, modeling, training and consumption.
Sep 7, 20262 min readQlik Sense vs Looker compared: what each is built for, what it needs before the first answer, and a file-first option when neither fits.
Sep 7, 20268 min readCompare Shopify analytics apps by the reporting questions they need to answer. Test revenue, refunds and contribution against a checked set of order and cost exports before choosing a workflow.
Sep 7, 20265 min readMetabase vs Power BI compared: what each is built for, what it needs before the first answer, and a file-first option when neither fits.
Sep 6, 20268 min readMetabase vs Tableau compared: what each is built for, what it needs before the first answer, and a file-first option when neither fits.
Sep 6, 20268 min readPalantir Foundry vs Databricks AI/BI compared: what each is built for, what it needs before the first answer, and a file-first option when neither fits.
Sep 6, 20267 min readPalantir Foundry vs Cortex Analyst compared: what each is built for, what it needs before the first answer, and a file-first option when neither fits.
Sep 6, 20269 min readPigment pricing, from its published sources, and the other costs to budget in year one: implementation, modeling, training and consumption.
Sep 6, 20262 min readPigment vs Adaptive Planning compared: what each is built for, what it needs before the first answer, and a file-first option when neither fits.
Sep 6, 20266 min readCompare Pigment and Vena for sales planning: territories, quotas, pipeline forecasts, data connections, team fit, and questions to ask before a demo.
Sep 6, 20267 min readPlanning platforms produce the plan. When the question is why the month moved, these are the options and what each needs.
Sep 5, 20266 min readTen questions to ask any analytics or AI vendor before you sign, with a scorecard, whichever product you are considering.
Sep 5, 202611 min readLooker vs Power BI compared: what each is built for, what it needs before the first answer, and a file-first option when neither fits.
Sep 5, 20268 min readLooker vs Tableau compared: what each is built for, what it needs before the first answer, and a file-first option when neither fits.
Sep 5, 20268 min readMetabase pricing, from its published sources, and the other costs to budget in year one: implementation, modeling, training and consumption.
Sep 5, 20262 min readMetabase vs Looker compared: what each is built for, what it needs before the first answer, and a file-first option when neither fits.
Sep 5, 20268 min readDatabricks AI/BI pricing, from its published sources, and the other costs to budget in year one: implementation, modeling, training and consumption.
Sep 4, 20263 min readCompare Databricks Genie with Snowflake Cortex Analyst and CoWork on business access, data preparation, answer checks and usage costs.
Sep 4, 202610 min readDomo vs Looker compared: what each is built for, what it needs before the first answer, and a file-first option when neither fits.
Sep 4, 20268 min readDomo vs Power BI compared: what each is built for, what it needs before the first answer, and a file-first option when neither fits.
Sep 4, 20268 min readDomo vs Qlik Sense compared: what each is built for, what it needs before the first answer, and a file-first option when neither fits.
Sep 4, 20268 min readDomo vs Tableau compared: what each is built for, what it needs before the first answer, and a file-first option when neither fits.
Sep 4, 20268 min readEnterprise data platforms suit whole-organization programs. When one department needs answers first, these are the choices.
Sep 4, 20265 min readClari pricing, from its published sources, and the other costs to budget in year one: implementation, modeling, training and consumption.
Sep 3, 20262 min readHow sports organizations should choose analytics software: start from the questions, check the data you hold, ask vendors ten questions, avoid the traps.
Sep 3, 20264 min readHow supply chain teams should choose analytics software: start from the questions, check the data you hold, ask vendors ten questions, avoid the traps.
Sep 3, 20264 min readHow accounting firms should choose analytics software: start from the questions, check the data you hold, ask vendors ten questions, avoid the traps.
Sep 3, 20264 min readHow desks should choose analytics software: start from the questions, check the data you hold, ask vendors ten questions, avoid the traps.
Sep 3, 20264 min readHow wealth firms should choose analytics software: start from the questions, check the data you hold, ask vendors ten questions, avoid the traps.
Sep 3, 20264 min readHow consulting firms should choose analytics software: start from the questions, check the data you hold, ask vendors ten questions, avoid the traps.
Sep 2, 20264 min readHow procurement teams should choose analytics software: start from the questions, check the data you hold, ask vendors ten questions, avoid the traps.
Sep 2, 20264 min readHow retail banks should choose analytics software: start from the questions, check the data you hold, ask vendors ten questions, avoid the traps.
Sep 2, 20263 min readHow SaaS companies should choose analytics software: start from the questions, check the data you hold, ask vendors ten questions, avoid the traps.
Sep 2, 20264 min readHow sales teams should choose analytics software: start from the questions, check the data you hold, ask vendors ten questions, avoid the traps.
Sep 2, 20264 min readHow forwarders should choose analytics software: start from the questions, check the data you hold, ask vendors ten questions, avoid the traps.
Sep 2, 20264 min readHow to choose analytics software for Industrial distributors: the questions, the data, ten vendor questions and the traps.
Sep 1, 20264 min readHow manufacturers should choose analytics software: start from the questions, check the data you hold, ask vendors ten questions, avoid the traps.
Sep 1, 20264 min readHow investment banks should choose analytics software: start from the questions, check the data you hold, ask vendors ten questions, avoid the traps.
Sep 1, 20264 min readHow law firms should choose analytics software: start from the questions, check the data you hold, ask vendors ten questions, avoid the traps.
Sep 1, 20264 min readHow to choose analytics software for Pharma: the questions, the data, ten vendor questions and the traps.
Sep 1, 20264 min readChoose insurance analytics software by renewal, cross-sell, carrier, and reporting features. Compare agency options, data fit, and the first-year cost.
Sep 1, 20266 min readCompare oilfield operations platforms by workflow: field tickets, production tasks, and export analytics. See who each fits and what to test before buying.
Sep 1, 20265 min readHow education providers should choose analytics software: start from the questions, check the data you hold, ask vendors ten questions, avoid the traps.
Aug 31, 20263 min readHow finance teams should choose analytics software: start from the questions, check the data you hold, ask vendors ten questions, avoid the traps.
Aug 31, 20263 min readHow to choose analytics software for Financial services: the questions, the data, ten vendor questions and the traps.
Aug 31, 20264 min readHow to choose analytics software for Foodservice distributors: the questions, the data, ten vendor questions and the traps.
Aug 31, 20264 min readHow freight brokers should choose analytics software: start from the questions, check the data you hold, ask vendors ten questions, avoid the traps.
Aug 31, 20264 min readHow healthcare suppliers should choose analytics software: start from the questions, check the data you hold, ask vendors ten questions, avoid the traps.
Aug 31, 20264 min readHow hotel groups should choose analytics software: start from the questions, check the data you hold, ask vendors ten questions, avoid the traps.
Aug 31, 20264 min readHow commercial banks should choose analytics software: start from the questions, check the data you hold, ask vendors ten questions, avoid the traps.
Aug 30, 20264 min readHow compliance teams should choose analytics software: start from the questions, check the data you hold, ask vendors ten questions, avoid the traps.
Aug 30, 20264 min readHow to choose analytics software for Construction and building materials: the questions, the data, ten vendor questions and the traps.
Aug 30, 20264 min readHow service teams should choose analytics software: start from the questions, check the data you hold, ask vendors ten questions, avoid the traps.
Aug 30, 20264 min readHow distributors should choose analytics software: start from the questions, check the data you hold, ask vendors ten questions, avoid the traps.
Aug 30, 20264 min readHow CPG brands should choose analytics software: start from the questions, check the data you hold, ask vendors ten questions, avoid the traps.
Aug 30, 20264 min readAlteryx vs Power BI compared: what each is built for, what it needs before the first answer, and a file-first option when neither fits.
Aug 29, 20268 min readAlteryx vs Tableau compared: what each is built for, what it needs before the first answer, and a file-first option when neither fits.
Aug 29, 20268 min readAnaplan pricing, from its published sources, and the other costs to budget in year one: implementation, modeling, training and consumption.
Aug 29, 20262 min readAnaplan vs Adaptive Planning compared: what each is built for, what it needs before the first answer, and a file-first option when neither fits.
Aug 29, 20266 min readAnaplan vs Pigment compared: what each is built for, what it needs before the first answer, and a file-first option when neither fits.
Aug 29, 20266 min readWhat BI suites need before they answer, and the options for a team with exports and questions but no BI developer.
Aug 29, 202613 min readHow asset managers should choose analytics software: start from the questions, check the data you hold, ask vendors ten questions, avoid the traps.
Aug 29, 20264 min readTwenty analytics and AI tools grouped by what they are built for, what each needs before the first answer, and where a file-first approach fits.
Aug 28, 202623 min readAlteryx pricing, from its published sources, and the other costs to budget in year one: implementation, modeling, training and consumption.
Aug 28, 20262 min readAlteryx vs Databricks AI/BI compared: what each is built for, what it needs before the first answer, and a file-first option when neither fits.
Aug 28, 20267 min readChoose WooCommerce analytics by testing the business question you need answered. Compare order revenue, refunds and product costs with a worked export reconciliation.
Aug 12, 20265 min readChoose diagnostic analytics tools by testing the same business variance on reconciled records. Compare spreadsheet, BI, planning, and file-analysis approaches using a revenue investigation with a checkable result.
Aug 8, 20265 min readCompare customer journey analytics tools against a journey export you can reconcile. Test stage counts, elapsed time, missing identifiers, and the work needed to explain the result.
Aug 2, 20265 min readEvaluate a cash flow management system with a reconciled workbook from your own company. Compare workflow approaches, test a weekly cash bridge and check whether delayed receipts remain visible before choosing how to work.
Jul 25, 20266 min readEvaluate driver-based forecasting software against a workbook with explicit assumptions, saved forecast versions, and reconciled actuals. This guide works through a profit variance and shows which checks matter when comparing planning and analysis approaches.
Jul 25, 20266 min readChoose a Microsoft spreadsheet or BI workflow around the recurring workbook your team already reviews. Compare preparation, calculation and report-sharing jobs using the same sales rows and reconciled answers.
Jul 23, 20265 min readChoose a marketing dashboard by testing the same campaign, CRM and finance exports in each approach. This guide gives a worked acceptance dataset, a practical scorecard and the checks that make a buying decision reviewable.
Jul 1, 20266 min readEvaluate customer lifetime value software with a reconciled customer contribution file and explicit assumptions about future behavior. Compare approaches, run a small acceptance test, and check that every result can be traced back to the original customer rows.
Jun 19, 20266 min readChoose a financial analytics provider by the work it delivers, the evidence behind its findings and the responsibilities it accepts. Test one profit and cash question before agreeing a recurring engagement.
Jun 15, 20266 min readChoose marketing performance measurement tools by testing the same spend, CRM and finance records in each approach. This guide gives the expected answers, reconciliation checks and attribution limits before you commit to a purchase.
Jun 15, 20265 min readChoose sales tools by the work your team needs to improve: customer records, prospecting, execution and analysis. Use a worked sales-export example and an explicit cost test to decide what deserves a place in the stack.
Jun 13, 20266 min readCompare managed analytics delivery and self-service software through operational responsibilities for source preparation, definitions, exceptions, changes and user support.
Jun 30, 20243 min readEvaluate adding focused analysis to existing BI before replacing reporting, using approved data outputs, consistent definitions, clear responsibilities and a bounded decision gap.
Dec 26, 20233 min readEvaluate building internal sales analytics against purchasing a service through required capability, maintenance ownership, internal capacity and equivalent delivery cost.
Jun 13, 20193 min readChoose the right evaluation stage for an analytics purchase and distinguish interface demonstrations, product access and a scoped test on authorized data.
Feb 20, 20163 min readCount analytics access requirements by authoring, interactive viewing, administration and receipt of reports, then verify the actual license rules in each proposal.
Jan 8, 20143 min readCompare two-year analytics ownership costs using setup, changing user counts, usage, support, modifications and internal effort, with transparent synthetic USD scenarios.
Jan 11, 20113 min readChoose a bounded analytics engagement or recurring service from decision frequency, source stability, repeat use and the responsibilities included in each proposal.
May 21, 20073 min readClassify analytics proposal requirements by demonstrable availability, configuration, bespoke development and future intention, with evidence and acceptance boundaries.
Aug 26, 20063 min read