Frequently asked questions

The answers to what you're wondering about.

We have gathered the questions we are asked most often about our services — from traditional customer surveys to e-Mystery Shopper™, Web Audit and Digital Reputation. If you cannot find the answer, you are always welcome to get in touch directly.

About Alba Business Group

We are a Swedish research and analysis firm that helps companies understand their customers, employees and markets. We conduct customer surveys, NPS measurements, brand and employee research, UX studies and competitor analyses across both B2B and B2C — and deliver packaged digital analysis services as well.

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Our service portfolio covers the entire chain from decision-making data to action plan:

  • Traditional research: NKI/NPS, brand, employee, customer experience, concept testing.
  • Digital insights: e-Mystery Shopper™ (e-commerce), Persona Web Audit™ (B2B websites), Digital Reputation™ (continuous monitoring).
  • AI analysis: sentiment analysis of open-ended responses, automated reports, custom AI tools integrated into your own systems.
  • International capability: 17 languages via web and telephone with native speakers.

We specialise in translating data into decision-ready insights — not just delivering numbers. Every report is manually read, prioritised and packaged for the leadership team.

Alba Business Group has over 20 years of experience in customer analysis and business development, with roots dating back to 2005 (formerly TradeWell Group). We have completed projects for hundreds of Swedish and international companies — from manufacturers and industrial firms to retail, restaurants and service providers.

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Among the clients we have had the privilege of working with are Husqvarna, Trelleborg Wheel Systems, Atea Sverige, Stena Metall, Perstorp, Tikkurila, Jotun, NetOnNet, Marbodal/Nobia, Consilium Safety Group, ICANIWILL, Wayne's Coffee, Rowico Home, IHM Business School and Chalmers — among many others. See the full client list →

Industries we frequently work with: manufacturing, food & beverage, automotive, ventilation, pumps, furniture, machine tools, chemicals, construction, retail, dental, energy and education.

Three things our clients consistently highlight: flexibility (we tailor every project rather than fitting you into a standard template), business-oriented recommendations (not just numbers, but clear conclusions and action plans), and personal contact (a senior point of contact who understands your business — not a project manager replaced mid-project).

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Compared to large global research agencies (Ipsos, Kantar, Norstat) we typically come in 30–50% lower in price for equivalent primary research, deliver faster, and with Johan Asklund as your personal contact throughout. Compared to smaller local agencies, we have international capability — 17 languages, native speakers via telephone — and AI-driven sentiment analysis that not all have.

What we don't do: we don't redesign websites, we don't run continuous mystery shopping in day-to-day operations, and we don't implement technical changes. We are specialists in decision support and recommendations — not in execution.

Our headquarters are in Falkenberg, Sweden. We conduct research in Sweden, the Nordics, the rest of Europe, North and South America, Asia and the Middle East/Africa — in 17 languages via web and telephone with native speakers.

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The 17 languages we work in directly: Swedish, Danish, Norwegian, Finnish, English, German, French, Spanish, Italian, Dutch, Polish, Russian, Mandarin, Japanese, Korean, Portuguese and Arabic. Other languages are handled via verified native-speaker partners.

The native-speaker model means that telephone interviews are conducted by someone whose mother tongue is the target language — not by a Swedish interviewer working through an interpreter. This captures nuances and response rates that translated surveys miss (typically 80% response rate on telephone interviews vs 9–12% on surveys in B2B).

Yes. We are happy to provide 3 reference clients in sector-relevant industries that we have worked with in the last 24 months. We contact them first to ask permission, then connect you. Allow 2–3 working days to receive the reference list.

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We choose references based on your industry and engagement type — e.g. B2B manufacturing if you are an industrial company, retail/food B2C if you are there. Among clients we often raise as references (with their permission): tech companies that have done NPS tracking, B2B manufacturers that have done lost-customer analysis, retail chains that have done NMI with 50+ units.

We can also send written references ("what our clients have said") if you prefer that to telephone contact.

Call or email us — we typically respond within one working day. Johan Asklund, CEO: +46 70-833 00 04, johan@albabusinessgroup.se. Or book 15 minutes directly: Book a meeting →

Research & analysis

NPS (Net Promoter Score) is one of the world's most widely used metrics for customer loyalty. It is based on a simple question: "How likely are you to recommend us to a colleague or friend?" — and produces a comparable figure over time that reflects the health of customer relationships and correlates strongly with growth.

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The scale runs from 0 to 10. Respondents are classified as Promoters (9–10), Passives (7–8) and Detractors (0–6). NPS = % Promoters – % Detractors. Range: –100 to +100.

The value of NPS is not the number itself — it is that it is comparable over time, between regions, between salespeople, and against external benchmarks. But: the number is just the start. The real value lies in understanding why customers respond as they do. That is where we come in with deeper analysis, driver measurement and concrete improvement recommendations.

Calculate what an NPS improvement is worth for you →

We combine quantitative and qualitative methods depending on what provides the best foundation: online surveys, telephone interviews, in-depth interviews, focus groups and panels, plus digital analysis of website, SEO and social media. Often a combination — e.g. online survey with telephone follow-up — gives the highest response rate and most actionable insights.

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  • Online surveys — fast, cost-effective, high reach. Best for large customer bases where breadth is the priority.
  • Telephone interviews with native speakers — higher response rate (typically 80%+ for B2B key accounts vs 9–12% for survey), deeper answers to open-ended questions. Best for your top-20 accounts and international distributors.
  • In-depth interviews — when you need to truly understand customer decision-making. 8–12 interviews usually achieve theme saturation.
  • Focus groups and panels — for concept development, brand and product testing, both B2B (3–5 participants) and B2C (8–10 per group).
  • Digital analysis — of website, SEO and visibility on social media and digital platforms.

Yes — it is one of our core areas. We conduct brand research in both B2B and B2C measuring awareness, preference, associations, brand attributes, drivers and positioning against specific competitors — in 17 languages if you operate internationally.

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We help you understand how you are perceived today, where there are gaps between desired and actual image, and which communicative priorities will deliver the greatest impact. A typical delivery includes:

  • Spontaneous and aided awareness against specific competitors (positioning map)
  • Driver analysis — what triggers the choice (price, quality, sustainability, design)
  • Brand attribute analysis — which adjectives the target audience associates with you
  • Per-segment breakdown (age, geography, behaviour, B2B role)
  • Quotes and themes from qualitative interviews — directly usable in communications

Lead time: 6–10 weeks. International studies take longer with multiple languages.

B2B brand →  ·  B2C brand →

Yes. Employee surveys (NMI/eNPS) are a natural part of our offering — often combined with customer surveys, since there is a documented correlation between employee satisfaction and customer satisfaction. We measure engagement, leadership, work environment, culture and eNPS, delivering results both at company level and broken down by office, store or team.

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Our model — five key areas:

  • Clarity — business idea and goals known and understood
  • Goals and follow-up — is everyone working towards the same thing?
  • Planning — quality processes and decision structures
  • Skills development — long-term investment in employees
  • Leadership — soft values measured rigorously, top-score benchmark

Workshop support is included in all NMI engagements. We come on site and run workshops at group level where employees themselves discuss the results and develop action plans. The report becomes actions — not a PDF that gets archived.

Anonymity by design: no IP logging, no personal data collected. Per-group breakdown but never below threshold (typically 5 responses).

More for HR directors →

Absolutely. We conduct competitor analyses including positioning, price comparisons, product offering, digital visibility, customer experience and communications strategy. The goal is to give you a clear picture of where you stand relative to competitors — and where there are gaps to exploit.

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Competitor analysis can be a standalone engagement or a module in a broader brand study. Components:

  • Positioning map — where competitors sit on key dimensions (price/quality, premium/value, traditional/innovative)
  • Mystery shopping against competitors (B2C) or sample-based in-depth interviews with target segment (B2B)
  • Digital visibility: SEO ranking, content breadth, social proof (reviews)
  • Price and offering comparison where publicly visible
  • Customer experience: how competitors deliver phase by phase across the customer journey

Yes. Per-segment breakdown is standard in our B2B engagements. We design the sample so responses are sufficient for statistically valid reporting per salesperson, region, subsidiary or product category — not just in total. Best-practice comparisons become possible: what do the best units do differently?

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What is required:

  • Sufficient customers per segment (typically at least 30 for significance)
  • Good segment data in the customer register — which salesperson, region, category each customer belongs to
  • Telephone interviews for your top-20 key accounts give 80%+ response rate even where online surveys give 9%

Typical delivery:

  • Per-salesperson report: top-3 strengths and improvement areas per account manager
  • Per-region comparison with top-score benchmark
  • Lost-customer analysis broken down per subsidiary/salesperson/region
  • Identification of customers in the danger zone (proactive risk management)

For national consumer panels typically: 500–800 responses give good statistical representativity at total level (margin of error ±3-4%). 1000–1500 responses are needed for breakdown by age group or geography. At least 200 per sub-segment for meaningful comparisons.

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For concept testing with 3–5 concepts 300–500 responses often suffice to rank concepts with confidence. For brand measurement with competitor benchmarking we recommend 800–1200 responses.

We use quota sampling so the panel matches the Swedish population on gender, age, geography and education. Deviations are weighted in analysis so the final result gives an accurate national picture.

For niche audiences (e.g. "have purchased organic coffee in the last 30 days") the sample can be smaller — then more qualitative methods (in-depth interviews + qualitative analysis) are used as a complement.

Yes, for several areas. NMI: top-score benchmark against best practice from Swedish labour market and industry segments. NKI/NPS: industry median for B2B manufacturing, retail, dental, energy etc. Brand measurement: category benchmark for spontaneous awareness within your competitors.

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Our benchmarks build on two sources: (1) aggregated data from Alba's previous engagements in the same industry (anonymised and in comparable format); (2) published external benchmark sources (e.g. ACSI, Bain & Co NPS reports, industry-specific research studies).

Limitations: We have strong benchmarks in manufacturing, retail, restaurant, automotive, furniture, dental and energy. For narrow niches (e.g. medical devices, defence industry) the benchmark database is thinner — there we complement with relevant public data.

Digital services

They have different focus areas and target audiences. e-Mystery Shopper™ is for e-commerce — we analyse the entire purchase journey from homepage to checkout, focusing on conversion barriers. Persona Web Audit™ is for service and B2B companies — we analyse the entire website across multiple dimensions: visitor experience, brand consistency and search/content matching.

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Selling online? Then e-Mystery Shopper™ is the right choice. We walk through the entire checkout flow from your personas' perspective and document every friction point with a screenshot and concrete recommendation.

Selling services or complex B2B solutions? Then Persona Web Audit™ is the right call. We analyse across ten dimensions: navigation, brand, search engine optimisation, conversion architecture, social proof, forms, mobile experience, speed, GDPR and competitive positioning.

Both delivered as Word + PDF + PowerPoint presentation. Screenshots for every observation — nothing is text without visual evidence.

e-Mystery Shopper →  ·  Persona Web Audit →

Your brand lives a life of its own on the internet — in reviews, press articles, forums, social media and search engines. Digital Reputation™ is an ongoing monitoring service that gives you a structured report on what is being said about you, how you rank against competitors, and what it means for your brand.

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The service comes in three tiers:

  • Basic (Reputation Mirror) — quarterly monitoring of review sites, social media and basic search engine results. For companies wanting an overview without going too deep.
  • Standard (Market Pulse) — monthly in-depth monitoring including industry forums, press monitor, sentiment analysis on open comments, and competitor benchmarking. For companies in growth phase or active brand work.
  • Extended (Group View) — weekly monitoring for groups with multiple brands, international markets or high media exposure. Includes press preparedness.

First report delivered within 2–3 weeks of start. More about Digital Reputation →

Our three digital services — e-Mystery Shopper™, Persona Web Audit™ and Digital Reputation™ — are produced in collaboration with MarketMind. Alba's role is business strategy, persona design and insight interpretation; MarketMind handles the technical execution and data collection.

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This collaboration exists to combine Alba's 20+ years of experience in customer analysis and business development with MarketMind's digital methodology and technical capability. You have Alba as your primary point of contact and delivery owner — MarketMind is not visible in the client interface but provides the platform and technical delivery in the background.

Contractually: Alba is the supplier. All invoicing, contracts, data processing agreements and GDPR responsibility flow through Alba. More on data handling →

It depends on the service. e-Mystery Shopper™ and Persona Web Audit™ are one-off in-depth analyses with fixed delivery in 5–22 working days. Digital Reputation™ is delivered continuously (quarterly, monthly or weekly depending on tier). NKI/NMI engagements are typically delivered annually or semi-annually.

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ServiceDelivery rhythm
e-Mystery Shopper™ (one-off)5–22 working days depending on package
Persona Web Audit™ (one-off)2–4 weeks
Digital Reputation™ BasicQuarterly
Digital Reputation™ StandardMonthly
Digital Reputation™ ExtendedWeekly
NKI/customer surveyOne-off or annual
NMI/employee surveyAnnual (often pulse + deep dive)
e-Mystery Shopper™ Continuous (retainer)Monthly, quarterly or semi-annually

No. For both e-Mystery Shopper™ and Persona Web Audit™ we work with your public website — the same view your customers see. We need no logins, no CMS access and no internal systems. This makes onboarding fast and security-free.

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The only thing we typically ask for is: (1) a list of your main personas (if you have them) or a dialogue to define them; (2) access to GA4 data or Hotjar recordings if you have them and want us to correlate our observations against actual behaviour; (3) a brief calibration call where you tell us what you already know about the problem.

For NKI/NMI we need your customer or employee registers with contact details (email, phone). This is handled under a data processing agreement — see GDPR page →

Yes. We are happy to share redacted example reports showing delivery style, structure and depth. Let us know which service interests you (e-Mystery Shopper, Persona Web Audit, NKI, brand) and we will send an anonymised version where client names and result figures are masked.

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We have anonymised example reports for:

  • e-Mystery Shopper — example from a Swedish e-commerce player (Conversion Audit level, 47 friction points documented with screenshot)
  • Persona Web Audit — example from a B2B manufacturer (10 dimensions, 12 personas)
  • NKI per district — example from an industrial company with 4 subsidiaries
  • Brand research — example from a consumer chain with 1008 responses
  • NMI with per-group breakdown — example from a retail chain with 50 units

Request example report →

Yes. For both e-Mystery Shopper™ and Persona Web Audit™ screenshots are mandatory — every observation is backed by visual evidence. Nothing is text without image. Screenshots are taken at desktop (1280×900) and mobile viewport, and annotated with arrows/boxes on the finding.

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What you get visually:

  • 1–3 screenshots per friction point (typically 25–60 per Conversion Audit)
  • Annotated findings — red arrows and boxes showing exactly where the issue is
  • Before/after mock-ups for major structural recommendations
  • Heatmaps (included in Growth Intelligence package, or on request)
  • Summary PDF with top-10 visual findings for leadership meeting

Screenshots are taken in a controlled browser environment (Chromium headless) for consistency. Incognito mode to capture the "new visitor" view without login.

Process & delivery

A typical research project follows four phases: (1) Briefing & objectives, (2) Design & fieldwork, (3) Analysis & report, (4) Presentation & next steps. The whole process typically takes 4–10 weeks depending on scope.

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  1. Briefing & objectives (1–2 meetings): We understand your business, your target audiences and your decision needs. Method, questionnaire design, sample and delivery format are decided here. Output is a project description signed by both parties.
  2. Design & fieldwork (2–6 weeks): We develop the questionnaire, calibrate with you, run a pilot if relevant, and conduct collection — online survey, telephone interviews, in-depth interviews or focus groups.
  3. Analysis & report (1–3 weeks): Statistical analysis, AI-driven sentiment analysis of open responses, driver analysis and thematisation. Manual interpretation by a senior analyst — every conclusion checked against the source.
  4. Presentation & next steps (1 meeting + follow-up): We present results to leadership, discuss priorities and develop an action plan. Workshop support included where relevant.

It varies with type and scope. Customer survey/NPS: 4–8 weeks. Brand study: 6–10 weeks. e-Mystery Shopper™: 5–22 working days depending on package. Persona Web Audit™: 2–4 weeks. Digital Reputation™: ongoing with first report within 2–3 weeks.

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International studies take longer with multiple languages — typically 1 week per language version on top of base lead time. Telephone interviews take longer than online surveys (2–4 weeks extra for 50–100 interviews). In-depth interviews (8–12) add ~3 weeks.

Express delivery available on request: Conversion Audit can be delivered in 5 working days for an additional fee. Mention any hard deadline at briefing.

It depends on method and target. Online survey B2C: 5–15%. Online survey B2B: 9–20%. Telephone interview B2B key accounts: 80–90%. Telephone interview distributors/resellers: 75–85%. Telephone interviews are used deliberately for your top accounts where every response is valuable.

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For NKI with your top-20 key accounts we almost always recommend telephone interviews — online surveys give too few and too shallow responses from busy people who already get many emails. For broader segments (customers #21–500) online surveys are usually sufficient.

We design the sample so the response rate is statistically valid per segment (region, size, industry, salesperson) — not just in total. It is important to be able to say "we see X in Northern district, Y in Southern" without falling below significance.

Yes. All raw data belongs to you and is delivered with the report. We typically export to Excel/CSV with pseudonymised respondent IDs. You can run your own analyses, integrate with your BI or store for historical comparison.

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What is included:

  • Anonymised raw data export (Excel/CSV)
  • Question document with exact wording and order
  • Methodology document (sample design, weighting, significance calculation)
  • Final report (PDF + Word)
  • Presentation (PowerPoint)
  • Many clients also opt for interactive dashboards where they can follow results on an ongoing basis — Power BI or Tableau

Personal data always follows the GDPR terms of the data processing agreement. For employee surveys we never disclose data that could identify individual employees. More on data handling →

Quickly. Briefing can be held within 3–5 working days from first contact. Smaller one-off projects (e-Mystery Shopper Preview, fast online survey) can start within 1 week. For urgent deadlines we can re-prioritise our pipeline — let us know what is possible.

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Typical lead time from first contact to engagement start:

  • e-Mystery Shopper Preview Audit: 3–5 days (briefing + sign-off)
  • NKI/NPS online survey: 1–2 weeks (questionnaire design + data file)
  • Telephone interview study: 2–3 weeks (recruitment + interview preparation)
  • International brand study: 3–4 weeks (panel setup + translations)
  • Employee survey: 2–3 weeks (anonymity design + leadership alignment + distribution)

Let us know if you have a hard deadline — we have delivered Conversion Audit in 5 working days and full B2C concept tests with 800 responses in 14 days. Typically 20–30% premium for express delivery.

Less than you think. Briefing meeting, a brief description of your goals, and — for customer or employee surveys — a contact data file. We take care of the rest: questionnaire design, sampling, platform, fieldwork, analysis.

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Step-by-step checklist:

  1. Briefing meeting (60 minutes): We understand your business, your goals and your decision needs. No preparation required.
  2. Definition phase: We propose questionnaire design, sample, delivery format and timeline. You review.
  3. Data file (for NKI/NMI): An Excel/CSV with respondent contact details — name, email, optionally phone, optionally segment data (region/salesperson/department).
  4. Internal approval: HR surveys often require union dialogue and leadership decisions. We support the process if you wish.
  5. Green light: We start fieldwork. You have no further duties until the report is delivered.

See the full onboarding process →

Pricing & terms

Ranges below are indicative for 2026. Final cost is determined after a scope conversation. Fixed package prices for e-Mystery Shopper™ are guaranteed.

Price depends on scope, methodology, number of respondents and depth of analysis. NPS survey starts around SEK 25,000–50,000. Broad customer survey with segment breakdown ranges SEK 80,000–250,000. Brand research ranges SEK 75,000–300,000 depending on scope and number of markets. e-Mystery Shopper™ has fixed package prices from SEK 7,900.

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e-Mystery Shopper™ — fixed package prices:

PackagePrice (excl. VAT)Lead timeContent
Preview AuditSEK 7,9005 working daysSnapshot, 1 persona
Conversion Audit™ ★SEK 44,00010 working days1 persona, full purchase journey
Revenue Audit™SEK 89,00015 working days3 personas + competitors
Growth Intelligence™SEK 125,00022 working daysEverything + heatmaps + roadmap

★ = most chosen package. Credit-back: upgrade within 30 days and the previous tier price is deducted krona for krona.

Other services quoted per engagement. Give us a brief description of what you want to achieve and we will return with a sharp quote within a few working days. We are clear about what is included — no surprises after the fact. All prices excl. VAT.

ROI on a research project is about the value of the decisions you make with better data — increased customer satisfaction leading to lower churn, higher NPS driving more recommendations, more accurate product launches. Research from Harvard Business Review shows that a 5% loyalty increase can deliver 25–85% more profit.

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We have an interactive ROI calculator where you can adjust your own key figures — number of customers, customer revenue, churn and expected churn reduction. The calculation shows preserved revenue, typical investment, ROI and payback period.

Worked example (B2B company, SEK 100M revenue): An NPS improvement from 4.15 to 4.30 (+3.6%) yields an estimated SEK 1.8–6.1M in additional annual profit. The effect depends on industry and actions taken.

Open the ROI calculator →

Both. Many clients start with a one-off project (NKI, brand study, e-Mystery Shopper) and continue with an ongoing contract — quarterly pulse measurement, annual NKI, monthly digital presence monitoring, or Continuous retainer after an e-Mystery Shopper audit.

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Continuous (e-Mystery Shopper retainer after audit):

IntervalPriceContent
MonthlySEK 6,900/month1h sync, KPI review, brief report, ongoing prioritisation
QuarterlySEK 14,500/quarter3h analysis + 1h presentation, deep data review, quarterly report
Semi-annuallySEK 22,000/half-year5h re-audit + 1h workshop, mini persona, half-year report, refreshed ROI

Terms: 6 months initial commitment, then 3 months notice. Requires audit (Conversion or higher) within 12 months. Can be paused for 2 months at no cost.

Yes. For many clients a pilot is the best way to test our methodology without major investment. Preview Audit (SEK 7,900, 5 working days) is our simplest pilot for digital services. For traditional research we design a pilot on 1–2 segments before a broader engagement.

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A typical pilot design for an NKI engagement: we measure 1 region or 1 product category first — enough for you to see the report style, delivery, questionnaire design and gain a first insight. If you are satisfied we scale up to the full customer base, and the pilot investment is credited krona for krona.

For e-Mystery Shopper we have credit-back: start with Preview, and if you want more SEK 7,900 is deducted from Conversion Audit (SEK 44,000). The upgrade then costs nothing extra.

We position ourselves as a qualified alternative to the large global research agencies. Typically 30–50% lower price for equivalent primary research, faster delivery (4–10 weeks vs 8–16), and with Johan Asklund as personal contact throughout — not a project manager replaced mid-project.

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Where we are equivalent: methodological quality, statistical significance, native-speaker capability (17 languages), AI-driven analysis of open responses. Where we differ: we don't run tracker studies with 10,000+ respondents across 50 markets, we don't have global panel infrastructure in low-income countries, and we are not procurement-eligible via SCB framework agreements (but rarely needed).

When the large agencies are right: global tracker studies across 30+ markets, syndicated consumer panels, mega-corp engagements where procurement teams require ready framework agreements. When we are right: mid-to-large B2B/B2C company (50–5,000 employees), Nordic or European reach, price/effectiveness awareness, need for personal delivery.

We are happy to provide references and gladly share anonymised previous engagements as comparison. Request references →

We have completed engagements for public sector clients (municipalities, state-owned companies, universities). We are not on the SCB central framework agreements but are happy to receive direct procurement and own procurement under LOU/LUF (Swedish public procurement law). Let us know if you need specific documentation (tax, insurance, registration, quality system) for procurement.

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We deliver standard supplier documentation packages quickly:

  • F-tax certificate and VAT registration
  • Proof of professional liability insurance
  • Company certificate and annual reports (last 3 years)
  • Quality system (own process description)
  • GDPR documentation and DPA template
  • Three reference clients (sector relevant)
  • Sub-processor documentation (MarketMind for digital services)

Note that Alba is a smaller, owner-led firm — for large procurements (>SEK 2M) we are happy to participate in collaboration with a procurement-eligible partner. Let us know and we will find a configuration that works.

AI & analysis

AI helps us go deeper and faster. We use AI to analyse open-ended text responses (sentiment, themes, quote extraction), identify patterns in large datasets, benchmark against industries and create predictive models. Every AI-driven analysis is reviewed and quality-assured by a human before conclusions land in the report.

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Concrete AI services:

  • Sentiment analysis of open responses: Thousands of free-text answers classified automatically — positive/neutral/negative + theme matrix. This makes previously infeasible analyses possible.
  • AI-driven theme identification: When 800 customers write free-text answers the AI finds recurring themes ("delivery time", "contact person", "pricing") and ranks by frequency and weight.
  • Custom AI reports: Automated reports tailored to each recipient's role and decision needs — e.g. district summary to each regional manager.
  • AI tools for your specific process: We build tailored solutions — customer segmentation, churn forecasting, lifetime value models — integrated into your own systems.

It is not AI instead of competence. It is competence augmented by AI.

Yes — when used correctly. We follow a strict principle: AI assists, humans decide. Every AI-generated conclusion is reviewed by a senior analyst against source data. Sentiment analysis models are benchmarked on Swedish B2B responses to capture industry language correctly. Hallucinations and misinterpretations are caught in human verification before final delivery.

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Our quality process for AI analysis:

  1. Data validation: We check that the dataset is representative and free of systematic errors before the AI model runs.
  2. Model selection: We choose the model based on the task. Sentiment analysis typically runs on fine-tuned models for Swedish, not generic GPT models.
  3. Sampling and review: Randomly drawn classifications are verified manually. Error rate is noted transparently in the report appendix.
  4. Human interpretation: AI provides categories and frequency. Humans interpret what it means for your business — why, so what, what to do.
  5. Source traceability: Every figure in the report can be traced back to exact responses in the raw data.

Yes. We have built tailored AI tools for several clients — sentiment analysis pipelines, customer segmentation engines, churn prediction models and automated reports. The service can be packaged as a consulting engagement (we build for you) or as a partnership (we set up the foundation, your own analysts take over maintenance).

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Typical use cases:

  • Automatic classification of customer service tickets or sales opportunities
  • Sentiment analysis on reviews, NPS free-text responses or employee pulse
  • Churn forecasting based on behavioural data
  • Automated leadership reports where the LLM summarises the week's data
  • Competitor monitoring — automatic extraction of new moves by your competitors

We are happy to build a proof of concept in 4–6 weeks before you commit. That way you know the tool actually works in your context.

Security & GDPR

Yes. For all engagements involving personal data on your behalf — e.g. employee surveys, customer surveys with contact data — we sign a data processing agreement (DPA) in accordance with GDPR Art. 28. We use a standard template that follows the Swedish Authority for Privacy Protection (IMY) recommendations and adapt it to your engagement.

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Our DPA template includes:

  • Specification of purpose, duration and category of personal data
  • Technical and organisational security measures (TOMs)
  • Sub-processor list and approval process
  • Reporting obligations on security incidents (72 hours)
  • Return or deletion of data after engagement ends
  • Audit rights for you as data controller

The agreement is sent with the offer. You have the opportunity to review and comment before signing. Many clients have their own templates — we adapt our process to yours.

All data is stored within the EU/EEA. Primary storage is with Swedish/European providers. We never use cloud services with US-based data flows for engagements involving Swedish personal data.

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Our sub-processor stack consists of the following types of providers — all EU-based. The full sub-processor list with specific providers is attached to the DPA — you must approve it before we use each provider.

PurposeLocation
Survey collection and data gatheringEU/EEA
Telephone interviews (telephony infrastructure)Sweden
Data storage (raw data and reports)EU/EEA
AI models (LLM for sentiment analysis)EU region
Email communicationEU/EEA
Backup and security copiesEU/EEA

On request we share the specific list with you before signing — names of providers, their role, and their own GDPR documentation. You have audit rights and veto rights on every sub-processor.

We use a threshold model — no results are reported at a group level with fewer than 5 respondents. No IP addresses are logged, no personal data is collected in the survey itself. The personnel file required for distribution is stored separately from response data and deleted after the survey.

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Technically and organisationally:

  • Thresholds: Responses are grouped so that a group breakdown below 5 individuals is merged with the overall level. Default is 5; some engagements choose 7 or 10.
  • No IP addresses: We do not log respondent IP addresses. This is configured in the survey platform from the start.
  • No identifying free-text responses: AI-driven anonymisation check on free-text — if a respondent writes "I am the only woman on the team" this is masked before reporting.
  • Separated files: The email distribution file is stored separately from response data. The correlation is destroyed as soon as distribution is complete.
  • Encrypted transport: All data traffic is HTTPS/TLS 1.3+.
  • Leadership commitment: Before the engagement starts, leadership confirms in writing that no attempts will be made to deanonymise respondents.

Personal data is deleted no later than 30 days after final delivery unless otherwise agreed. Aggregated and anonymised results (without personal linkage) may be retained by us for up to 5 years for historical comparison if you approve. Raw data on individual responses is always deleted.

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Standard retention:

  • Personal data (email, name, phone): Deleted within 30 days of final delivery, or earlier on your request.
  • Individual responses with pseudonym ID: Deleted within 30 days.
  • Aggregated report and anonymous data file: Retained by us for 5 years for comparison (if you wish).
  • Recordings of telephone interviews: Deleted after 90 days (transcript stored anonymously).
  • Backup security copies: Deleted within 60 days.

You receive a deletion certificate when the entire retention process is complete. If you want alternative retention (shorter or longer), we adapt accordingly.

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