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The Zappi alternative you can start without a sales call.

Zappi builds plans from a subscription, a credit bundle, and a service package, and sends buyers to sales. Articos publishes its prices, starts with a 14-day trial, and returns reasoning per persona in under 30 minutes. Peer-reviewed, about $10 per study.

Book a 20-min call

14-day trial · 900 credits · No credit card

86%

Recall against expert-published findings, validated against Baymard Institute and Nielsen Norman Group.

< 30 min

Full segment breakdown with reasoning per persona in every report.

~$10

Per study on Lite, Starter or Pro, at about 400 credits each. Zappi lists no prices on its pricing page.

The research-program-vs-single-question gap

Zappi is built for a research program. Many teams have one question this week.

Zappi is consumer insights software for brands building products, ads, and brand strength. Its Innovation solutions cover idea screening, concept testing, pack research, and pricing research. Advertising covers TV ad pretesting, storyboards, and digital ad research, and the Brand Health Tracker monitors a brand continuously. Customers on its site include PepsiCo, McDonald’s, Vodafone, and Reckitt, and the sectors it lists are CPG, QSR & Dining, Finance, and Telecommunications.

Its pricing page describes three parts: a platform subscription (Premium or Enterprise), a credit bundle to fund a year of research, and a service package with expert support across 12 months. It lists no prices and points buyers to sales. That structure fits a global brand running research all year. A B2B team, a consultant, or a founder with one positioning question has a different shopping list. Articos was built for that.

DecisionZappi returns
Articos returnsTry free →
Pretest a TV ad or storyboard with consumersAdvertising solutions: TV ad pretesting, storyboards, digital ad researchNot the right fit — use Zappi
Track brand health continuouslyBrand Health TrackerNot the right fit — use Zappi
Pack and pricing research for a CPG launchPack research and pricing research in InnovationNot the right fit — use Zappi
B2B positioning line for a VP Engineering audienceSectors listed on its site: CPG, QSR & Dining, Finance, TelecommunicationsReasoning per persona plus objection patterns
Messaging variants with reasoning by segmentConcept and advertising testing with consumersUp to 3 variants in one study, reasoning per persona
Concept test across 5 buyer archetypesConcept testing with adaptable audiences and data slicingOne study across concepts, segment reasoning throughout
Early idea screening before the quarter closesSynthetic Idea Pre-Screener, in beta for Zappi customers in the US and UK (FMCG and QSR)Self-serve for anyone, with a 14-day trial
Knowing the price before a sales conversationNo prices listed; subscription, credits, and services through salesPublished pricing: $29/mo Lite, $79/mo Starter, $199/mo Pro
What you get beyond a quoted program

Articos runs the study end to end.

Hypotheses, a stance-diverse panel, interviews, and an evidence-traced report. Full report in under 30 minutes per study.

Message Testing

Segment reasoning for every variant.

Test up to 3 messaging variants in a single study. Each persona reacts independently and returns clarity scores, resonance signals, objection patterns, and the actual language your audience uses. Panels are engineered across five stance categories (Champions, Pragmatists, Skeptics, Blockers, Observers), so the study doesn't collapse into uniform approval.

On Zappi

Concept and advertising testing with consumers.

Concept Testing

Which segments preferred which, and why.

Compare multiple concept directions across buyer archetypes in one study. You see which segments preferred which concept and the reasoning behind each preference.

On Zappi

Idea screening, concept testing, pack research, and pricing research. The Synthetic Idea Pre-Screener is in beta for existing customers in the US and UK, with broader availability planned for later in 2026.

A/B Testing

Reasoning behind every preference.

Pre-launch testing for landing pages, hero variants, pricing pages, and ad creative. No traffic needed, no ad spend. Each preference comes with structured persona reasoning.

On Zappi

Digital ad research and early campaign ideas.

User Interviews

50 personas, no recruitment, instant.

Interview up to 50 behaviorally diverse personas. The method is hypothesis-blind, so the interviewer doesn't steer toward the answer you hoped for. Follow up with Talk to Research for text questions, or start a live call for a real-time voice conversation with any persona.

On Zappi

Not listed on its site.

ICP Discovery for B2B Roles

Any role. Any seniority. No panel to recruit.

Describe the audience and Articos builds the panel: software engineers, CISOs, procurement managers, C-suite buyers, RevOps directors. Roles and seniority are part of the study specification, not a filter on a panel.

On Zappi

Custom audiences on subscription plans. The sectors it lists are CPG, QSR & Dining, Finance, and Telecommunications.

Reports That Ship

Client-ready, white-label, evidence-traced.

Every finding cites a specific persona quote, and every theme carries a confidence score. Six-stage adversarial review runs before findings land in your report. Export as PDF with white-label on Pro.

On Zappi

Automated AI-powered reporting on Premium and Enterprise plans, with past insights stored on the platform.

Where a quoted program runs out

Four moments when a sales cycle is the wrong first step.

Teams testing B2B positioning

The sectors Zappi lists are consumer-facing categories, finance, and telecommunications. A SaaS positioning line for a VP Engineering sits outside that list.

With Articos

Any B2B role at any seniority, generated per study specification. No panel to recruit.

Questions that can't wait for a contract

Zappi's pricing page lists no free trial. It says limited pilots may be offered, and to ask the sales team.

With Articos

A 14-day trial with 900 credits, around 2 studies, no card. A first study can be running within 15 minutes of sign-up.

Teams that want to talk to a persona, not only read a report

Zappi's solutions are testing and tracking products. An interview format isn't listed on its site.

With Articos

Interview up to 50 personas, follow up with Talk to Research, or start a live call for a real-time voice conversation.

Agencies and consultants working without an annual commitment

Zappi's credit bundles fund a year of research, and its service packages run across 12 months. That works for a standing program and is a lot to commit to for a few client projects.

With Articos

Monthly plans with no contracts or cancellation fees. Pro is $199/mo with 8,000 credits (around 20 studies) shared across every client, white-label reports built in, and additional credit packs when you need more.

How synthetic personas match human research

Peer-reviewed methodology, not persona prompting.

Skepticism about AI-generated research is fair, especially for tools where a persona prompt is the whole method. Articos works differently.

Personas are engineered from Big Five personality science (NEO-PI-R, 30 facets), Hofstede's six cultural dimensions across 69 countries, Rogers' diffusion model, and ACT-R cognitive architecture. Every interview is hypothesis-blind. Every finding runs through a six-stage adversarial review.

Built on: Big Five (NEO-PI-R) · Hofstede 6D · Rogers Diffusion · ACT-R · Baymard Institute · Nielsen Norman Group
Read the full methodology →
86%Recall against expert-published findings

Validated against Baymard Institute and Nielsen Norman Group. Research Fidelity Index, 46 studies across 9 domains.

46Studies validated

Validated across e-commerce, SaaS, healthcare, fintech, consumer mobile, education, enterprise, cross-cultural, and mixed research domains. Grounded Simulation peer-reviewed study, Articos Research (2026).

7.5×More accurate than direct prompting

More accurate than prompting the same AI model directly. Five-condition comparison, p < 0.002 (Wilcoxon signed-rank).

The honest part

Two jobs where Zappi is the better pick.

Worth saying out loud.

01

Consumer research for ads, packs, and pricing.

TV ad pretesting, storyboards, digital ad research, pack research, pricing research, and continuous brand tracking for CPG, QSR, finance, and telecom brands. Articos complements human research and doesn't replace it.

02

Enterprise programs with expert support.

Zappi sells service packages (Foundation, Growth, and Enterprise) with ongoing maintenance, strategic consultancy, and global and local support. If you want a team alongside the platform, Zappi is built for it. Articos is a platform you run yourself.

For everything else — B2B positioning, messaging depth, concept testing, user interviews, and any decision you need answered this week — Articos is the fit.

Side by side

The side-by-side.

CapabilityZappi
Signal sourceConsumer research and testing with consumers; Synthetic Idea Pre-Screener in betaSynthetic personas grounded in Big Five, Hofstede 6D, ACT-R
Time to resultsNot stated on its siteUnder 30 minutes
Cost modelNo prices listed; subscription, credit bundle, and service package through salesAbout 400 credits per study, roughly $10
Subscription entryPremium and Enterprise plans, quoted$29/mo Lite (1,200 credits) · $79/mo Starter (3,000 credits) · $199/mo Pro (8,000 credits)
Free trialNo trial listed; limited pilots may be offered14-day trial · 900 credits (around 2 studies) · no card
ValidationCustomer case studies; a Forrester-cited result on its sitePeer-reviewed paper · 86% recall
Message testingConcept and advertising testingSegment reasoning per variant
Concept testingConcept, pack, and pricing research; synthetic pre-screener in betaOne study across concepts
A/B testingDigital ad researchReasoning per preference
User interviewsNot listed on its siteInstant, hypothesis-blind
Live audience callsNot listed on its siteReal-time voice conversations
B2B / niche rolesSectors listed: CPG, QSR & Dining, Finance, Telecommunications; custom audiencesAny role at any seniority
InternationalMarkets not stated on its site69 countries via Hofstede 6D
Stance diversityNot stated on its siteEngineered across 5 categories
Evidence traceabilityAutomated AI-powered reportingEvery finding cited to a quote
White-label reportsNot listed on its siteBuilt-in on Pro
Best forConsumer ad, pack, and pricing research; brand tracking; enterprise programsB2B research, positioning, messaging depth, self-serve speed

Zappi details verified at zappi.io, zappi.io/web/pricing, and Zappi’s published announcements, November 2026. Subject to change. Articos pricing per articos.com/pricing, November 2026.

What teams say

Founders, agencies, consultants, and growth teams — moments when user research replaced assumption.

Trusted by Operators and Decision-Makers
who validate before they commit
Francis Yupangco
Francis Yupangco
Founder
“
From an agency perspective, Articos brings speed, clarity, and real user signal into the strategy process. It helps cut through assumptions and gives teams something concrete to build on — stronger work, better client decisions.
Francis Yupangco
Founder · Yventure Brand Strategy Partners
For self-serve research on messaging, positioning, concept testing, interviews, and B2B audiences, yes. For TV ad pretesting, pack and pricing research with consumers, and brand tracking, Zappi is the better fit. Some teams keep Zappi for those programs and use Articos for faster, smaller questions.
Zappi's pricing page describes a platform subscription (Premium or Enterprise), a credit bundle to fund a year of research, and a service package, with no prices listed and a "talk to sales" call to action. Articos publishes its prices: $29/mo Lite, $79/mo Starter and $199/mo Pro, with a study at about 400 credits, roughly $10. Plans are monthly with no contracts or cancellation fees, and you can top up with additional credit packs.
Articos reports 86% recall against expert-published research findings, across 46 validated studies in 9 industries, benchmarked against Baymard Institute and Nielsen Norman Group. The method is 7.5× more accurate than prompting the same model directly, which produced 142 themes per study at 4.5% precision in Articos's testing.
Articos tests copy, positioning, and concept messaging, and returns the reasoning behind each preference. For TV ad pretesting, pack research, and pricing research with consumers, Zappi is the better fit.
Yes. Personas are generated per study specification, so there is no panel to recruit. CISOs, procurement managers, compliance officers, C-suite buyers, and RevOps directors are all available at any seniority in any industry.
Yes. Pro is $199/mo with 8,000 credits (around 20 studies) a month, shared across every client. White-label reports are built in. Need more? Top up with additional credit packs, which carry over month to month until used.
Zappi's Synthetic Idea Pre-Screener is in beta for existing Zappi customers in the US and UK, covering FMCG and QSR categories, with broader availability planned for later in 2026. Articos synthetic research is available now to anyone who signs up, across B2B and consumer categories.
14 days and 900 credits, about 2 studies, no credit card. The trial ends at 14 days or when the credits run out, whichever comes first, and your reports stay accessible for 30 days afterward. It runs in the browser, and a first study can be running within 15 minutes of sign-up.

Take a decision you’d request a Zappi quote for. Run it on Articos this afternoon.

Pick a real decision: a positioning test, a concept comparison, or an ICP discovery. Run it free. Read the reasoning per segment. Then decide how much more you need.

14-day trial · 900 credits · No credit card