60sper check500buyers87%audited accuracy
for SaaS founders

You ship marketing every week. Nothing gets checked.

Until now. Paste a URL (landing page, pricing, cold email) and get reactions from 500 simulated SaaS buyers in 60 seconds.

No card. No signup. Three free checks in your first minute.

  • SOC 2 Type II in progress
  • GDPR compliant
  • EU-based infrastructure
  • API access
  • 99.9% uptime
Why every decision should be a checked decision

30 to 50 marketing decisions a week. None of them get tested.

A SaaS founder makes 30 to 50 marketing decisions in a week. New landing page copy. A pricing change. A cold email sequence. A feature name. A subject line. A launch tweet. None of these get tested. They get shipped, and then you watch the conversion rate, and then you guess.

The reason isn't that you don't care about being right. It's that there's been no way to check at decision-speed. Focus groups take six weeks and cost €25,000. User interviews take ten days. The Twitter poll has 40 respondents who aren't your buyer. So you ship and hope.

Prism is the check that fits between brief and ship. 500 simulated ICP buyers. 60 seconds. The cost of a coffee per decision. Now every decision can be a checked decision.

30–50
marketing decisions per week
60 seconds
per check, no card
Live example

Here’s what 500 buyers said about Threadline’s pricing page.

We ran a real Prism check on a real B2B SaaS pricing page. The output below is the actual report — same as what you’d get on yours.

The verdict

Threadline's Founder tier is the one buyers want, but it's positioned third. Many miss it on first read.

500 simulated B2B SaaS buyers87% confidenceAudited Apr 18
Priya
CTO at Series A SaaS · Berlin

The Founder tier at €39 is the one I'd buy, but it's the third thing I see. The Talk-to-us tier on the right reads as enterprise sales, I almost left.

Marcus
Head of RevOps at mid-market SaaS · Boston

I came in looking for the team plan. The free tier dominated my attention. I scrolled past the paid tiers entirely on first read.

Omar
Solo founder, post-€100K MRR · Lisbon

Per-seat pricing for a 1-person team feels weird. I'd want a flat rate. The Founder tier is right but the framing isn't.

47%
Sign-up intent
↑ 6 pts vs. category median
31%
Confusion on Team tier
HIGH severity
12%
Switching intent
↓ 6 pts vs. baseline
HIGH
Top objection severity
threadline.io/pricing
123
  1. 1
    Lands well

    clear, lands fast

  2. 2
    Friction

    31% confusion

  3. 3
    Drop-off

    attention drop

Where the 500 buyers focused — and where they bounced.

This is a preview. The full report includes 23 more verbatim quotes, 8 more charts, sentiment by audience segment, friction map with click-zones, and the 5 specific recommendations to ship.

See the full sample report

No signup required. Opens in a new context.

Five named checks

One for each marketing decision you ship in a week.

The Landing Page Check

Paste your URL or hero copy. 500 ICP buyers tell you what they think the product does, whether they'd sign up, what they'd pay, where they got confused, and what objection killed them.

Ideal for
SaaS founders shipping homepage changes, repositioning launches
Read the the landing page check
Same input, different answer

Same input. ChatGPT vs. Prism.

Most synthetic-research startups are one model wrapped in a persona prompt. Here's what that gets you, vs. what Prism's calibrated panel of 500 gets you, on the same input.

Tested page · same prompt
https://threadline.app/pricing · “Imagine 5 B2B SaaS buyers reviewing this pricing page. What do they think?”

GPT-4 · same prompt · free

“The pricing page is clear and well-organized. Most B2B SaaS buyers would appreciate the three-tier structure. Some might find the Enterprise tier unclear without specific pricing. Overall, the page is competitive in the SaaS market.”

1 model · 0 calibration · 0 ground truth · directional vibe

Prism · same input · €39/mo

Verdict
+14% predicted signup intent (CI: +9 to +19)
Distribution
52% positive · 22% neutral · 26% negative
Top objection (n=190)

“The Founder tier at €39 is the one I'd buy, but it's the third thing I see — the Talk-to-us tier on the right reads as enterprise sales.”

Ship this
  1. 1.Move Founder tier to leftmost prominent position.
  2. 2.Demote Enterprise to footer link.
  3. 3.Rewrite headline as “€39/month for one. €99 for the whole team.”
Minority opinion (n=92)

18% wanted per-seat pricing transparency not currently shown.

4-model ensemble · 9 calibration layers · 2 ground-truth datasets
specific recommendations · 95% CI

ChatGPT gives you one model's vibe. Prism gives you a calibrated distribution from 500 simulated buyers, audited monthly against real ground truth. Both took 60 seconds. Only one is shippable.

Run the same input on your own page
Your buyers don't live in a vacuum

Your ICP saw three competitor launches this week.
So did our agents.

Most AI-feedback tools generate static personas, frozen in time. Real SaaS buyers aren't. They check Hacker News at breakfast, see three competitor launches on X, hear a teammate name a tool in Slack, read a switching post on Lenny's by evening. Their stack-of-the-month drifts weekly.

Prism agents read what your buyers read every 24 hours, launch posts, pricing changes, changelog threads, viral switching threads. Brand attitudes compound or erode based on what they're exposed to. When you run a check, you're not testing against a static persona, you're testing against agents who have been living in the same SaaS news cycle as your ICP.

  • Hacker News, X, and Lenny's read every 24 hours per agent
  • Competitor launch posts and pricing-change threads pulled into agent context
  • Brand and category sentiment tracked across 30-day windows
  • Checks stay valid as the SaaS news cycle moves
Agent #4127 · Indie B2B SaaS founder cluster
34yo · Berlin · CTO · Series A dev tools · 12-person team
Sample agent profile · this is a data view, not a person
7-day media diet
Hacker News
14
Lenny's Newsletter
4
GitHub trending
9
Twitter/X
22
Product Hunt
6
Dev.to
3
Founder Slack
11
Brand sentiment drift (30d)
Linear
+0.22
Datadog
-0.18
Cursor
+0.15
Notion
-0.04
Vercel
+0.09
When Agent #4127 disagrees with the majority

On the Threadline pricing-page check, 76% of agents called the Founder tier “reasonably priced.” Agent #4127 disagreed: “The €39 reads as underpriced for a B2B tool. Either raise it to €59 or call it Lite.”

Real audiences have minority opinions. So do ours. Prism surfaces them in the 18% minority report on every check.

500 of these run on every check. Distribution across the panel is what produces the verdict. One agent's opinion is just one agent's opinion.

Raw reactions

500 reactions per check. Here's what 12 of them looked like on Threadline's pricing page.

  • Agent #4127negative
    CTO · Berlin · Series A dev tools

    The €39 tier is what I'd actually buy, but it took me 4 seconds to find it. Why is Enterprise the loudest column? I'm not your enterprise buyer.

  • Agent #2891positive
    Solo founder · Lisbon · Bootstrapped

    €39/month is fair. The 'cancel anytime' line at the bottom matters more to me than the feature list above it. Would sign up if I had a project that needed this.

  • Agent #1043neutral
    Head of Growth · NYC · Series B

    Decent page. The Team tier at €99 makes sense for us but the per-seat math isn't shown. I'd email you to ask before I'd commit.

  • Agent #6712negative
    CTO · Tel Aviv · Seed

    'Custom integrations available' on the Pro tier — does that mean included or upgrade-required? Reading it as 'upgrade to ask' which makes me bounce.

  • Agent #3340positive
    Indie hacker · Bali · Bootstrapped

    This is the cleanest pricing page I've seen for a B2B tool this week. The Founder tier is named correctly. I'd recommend this to my indie-builder Slack.

  • Agent #5188neutral
    VP Product · London · Series C

    For my team size we'd need Enterprise pricing. The 'Talk to us' is fine but I'd want to see a starting price even on the Enterprise tier. Anything from €0 means I'm spending an hour on a sales call I might not need.

  • Agent #7702positive
    Founder · Berlin · Pre-seed

    Ship-able. The €39 price is right for a solo founder. The 14-day trial without a card is the right offer. I'd start free.

  • Agent #2156negative
    Engineering Manager · SF · Series A

    The Founder tier reads as 'lite' to me even though it's not labeled that way. If €39 is your real price for a full product, you need to say that more clearly.

  • Agent #8841positive
    Solo founder · Mexico City · Indie

    €39 is competitive for a B2B tool. The list of integrations on the Team tier is what makes me consider upgrading. I'd start Founder and upgrade if the integrations earn it.

  • Agent #1907neutral
    Head of RevOps · Austin · Series B

    Good page for solo buyers. For a 12-person team I'd need to see the seat math more clearly. The Team tier at €99 doesn't tell me if that's per seat or flat.

  • Agent #4502negative
    CTO · Singapore · Seed

    The hierarchy is wrong. Enterprise on the right shouldn't be the visual anchor for a self-serve product. I almost bounced before I saw the Founder tier.

  • Agent #6315positive
    Founder · Stockholm · Pre-seed

    Cancel anytime, prorated refund, GDPR — these are the things that matter to me as an EU founder. Most US tools forget this. I'd buy based on this section alone.

This is 12 of 500. The full report shows every quote, sentiment-tagged, with filters by company stage, role, and buying motion.

See all 500 quotes in the sample report
Prism · Pricing check
Threadline pricing-page · v3 redesign
B2B SaaS buyers (SMB) · 500 agents · 87% confidence
Verdict
+14% lift
Positive
52%
Neutral
22%
Negative
26%
Top objection

“The Founder tier at €39 is the one I'd buy, but it's the third thing I see, the Talk-to-us tier on the right reads as enterprise sales.”

PDFPPTXCSV
See full sample
What you get back

A real report,
not a vibe check.

Every check returns a designed report: the verdict, the sentiment distribution, the verbatim quotes from 500 simulated ICP buyers, the most common objection, the friction points, the recommendations. Not a paragraph of LLM glaze. A real artifact you can paste into your team Slack and act on tomorrow.

The narrative and recommendations are generated by frontier LLMs reading the entire result set. The numbers are calibrated, dated, and tied back to the cluster validation score. The PDF is print-quality, the PowerPoint is meeting-quality, and the share link expires when you say it does.

  • Narrative + recommendations generated by frontier LLMs
  • PDF export designed for print, light-mode, 20-40 pages
  • PowerPoint export for the meeting, slide-per-section
  • Shareable links with optional password and expiry
Open benchmarks

We publish our accuracy. Ask our competitors to do the same.

Live summary
86%
median accuracy across 5 audited SaaS clusters
Cluster
Accuracy
n
Ground truth source
Last audit
B2B SaaS buyers, SMB
id: saas-smb-en
89%
1,247
G2 Crowd 2025 buyer panel
04-12
Indie hackers and bootstrappers
id: indie-hackers-en
84%
612
Indie Hackers community panel 2024
03-28
Developer tool buyers
id: devtool-buyers-en
88%
920
Stack Overflow Dev Survey 2024
04-02
Marketing-led SaaS founders
id: marketing-saas-en
86%
780
OpenView SaaS benchmarks 2024
03-15
Sales/RevOps leads
id: revops-leads-en
85%
534
Sales Hacker community panel 2024
03-22
B2B SaaS buyers, mid-market
id: saas-midmarket-en
in calibration
OpenView mid-market panel 2025
Q2 2026

Each score is the mean absolute accuracy of Prism predictions against a named, dated ground-truth dataset. SaaS-specific clusters are validated monthly. Errors and dataset notes are on the full benchmarks page.

See all 40+ validated clusters
What founders catch before shipping

The decisions that didn't fail because of a check.

Anonymised until founders close on attribution. Named case studies publish here as soon as we land them.

B2B SaaS · Series AEurope

Almost shipped pricing that killed conversion

A 12-person dev tools startup ran their proposed new pricing page through Prism before launch. The €99 'Team' tier they'd planned to highlight tested 38% lower on perceived value than the €49 'Starter' tier they'd planned to deprecate. They reordered the page and shipped a different default tier. Conversion held.

38% lower
perceived value gap caught pre-launch
B2B SaaS · Growth-ledSeed-stage

Cold email that was killing the pipeline

A seed-stage SaaS founder ran their outbound sequence through Prism after open rates collapsed. Email 2 was being marked as spam by 41% of simulated ICP buyers because of a subject line that read as automated. They rewrote it. Reply rates tripled within a week of shipping.

3× reply rate
after the check
Pricing for founders

Free to try. €39 to use seriously. €99 for the whole team.

Free
€0

3 checks per month

  • All check types
  • 500-agent simulation
  • Forever free
Start free
Most popular
Founder
€39/month

Unlimited checks for one person

  • All check types
  • 500-agent simulation
  • All SaaS audiences
Start free trial

14 days free, then €39/month

Pro
€99/month

5 seats. For startups with a team

  • Everything in Founder
  • API access
  • Slack + Linear + Notion
  • Variant comparison
  • Shareable reports
Start free trial

14 days free, then €99/month

Lives where you ship

Run a check from the tool you're already in.

Slacklive

Run a check from a thread. Get the report back in DM.

Linearlive

Auto-attach a check to every PR that touches landing-page or pricing copy.

Notionlive

Embed live check reports in your launch docs.

VercelQ2 2026

Pre-deploy gate: run a check before promoting to production.

GitHubQ2 2026

Action that runs a check on every pull request label.

FigmaQ2 2026

Plugin: select a frame, run a Landing Page Check.

PostHogQ2 2026

Compare predicted reactions to actual session-replay data.

WebflowQ2 2026

Run a check on the published page before going live.

FramerQ2 2026

Pre-publish check, integrated in Framer's site flow.

From the founder
Sander van Waes (placeholder)

I spent two years watching SaaS founders ship Tuesday-night decisions blind. The only alternatives were a ChatGPT prompt that gave them a vibe, a Twitter poll that gave them forty wrong answers, or a focus group they couldn't justify. Prism is the check that fits between brief and ship, calibrated against named ground truth, audited monthly, paused automatically when a cluster drifts. We publish the accuracy because it's the only number that matters.

Sander van Waes·Founder, Prism
Common questions

Things SaaS founders ask before running a check.

01How do I know the 500 agents aren't just one ChatGPT prompt?

Three ways. First, every check runs across Claude, GPT, Gemini, and Llama in ensemble — no single model can be the source of all 500 reactions. Second, every cluster's accuracy is published, dated, and sourced against named ground-truth datasets — see /validation. Third, we publish predict-then-publish loops on real SaaS pricing pages: we predict the outcome before the page changes, then publish the comparison when real conversion data lands. Aaru did this for the New York Democratic primary; we do it for SaaS. Both numbers — predicted and observed — are public for every loop.

02Why should I trust your accuracy claims?

Because we publish them in a way you can audit. Every cluster on /validation lists the predicted value, the observed value, the delta, the sample size, the ground-truth source, and the audit date. If a cluster drifts below 80% accuracy, we pause it automatically. Raw audit CSVs are available on request to any customer, journalist, or academic. Most synthetic research products won't share their raw data. We do, because the only way to build trust in this category is through transparency.

03Is this just GPT in a wrapper?

No. Every check runs through nine independent corrections: multi-model ensemble across multiple independent frontier model families, calibration against named ground-truth datasets, revealed-preference weighting, distribution-shape matching, and behavioural consistency. One model wrapped in a persona prompt is one model's opinion. We give you the calibrated distribution of 500.

04How accurate is it really?

87% median accuracy across calibrated SaaS clusters, audited monthly. Every cluster is dated, sourced, and visible on the validation page. If a cluster drifts below 80% accuracy, we pause it automatically and notify customers.

05What's the difference between this and user interviews?

User interviews are deeper, slower, more expensive, five hour-long conversations cost you a week and €1.5k. A check is faster, broader, cheaper, and lower-fidelity per respondent. The right pattern is to use both: Prism catches the obvious misreads in 60 seconds (don't ship the pricing-page tier in the wrong order); interviews tell you the things you didn't know to ask.

06What audiences are available?

Pre-built clusters for B2B SaaS buyers (SMB, mid-market, enterprise), indie hackers and bootstrappers, dev-tool buyers, marketing-led SaaS, sales/RevOps leads, PLG users, agency owners, and API-first buyers. New clusters land monthly. See the audiences page for status, accuracy, and last-audit date.

07Can I test against my own custom audience?

Yes, on the Founder tier and above. Describe the audience in plain English ("engineering leads at 200–500-person infra companies") and Prism builds a cluster on the fly using the same fragment-retrieval and calibration pipeline as the named clusters.

08Does it work for B2C SaaS or only B2B?

The calibrated SaaS clusters are B2B-focused today. The same engine powers our enterprise customers' B2C work, see the enterprise page. If you're a SaaS founder targeting consumers, the indie-hacker and PLG clusters are the closest fit while we calibrate B2C-specific SaaS audiences.

09Is my data used to train your models?

No. Customer check inputs and outputs are never used as training data, full stop. We rely entirely on consent-cleared public datasets and our opt-in calibration panel. See /trust for the full data-handling policy.

10Can I cancel anytime?

Yes. Founder and Team tiers are month-to-month, cancel-anytime, prorated refund on the unused portion of the period.

11Can I try it without a card?

Yes. Three free checks per month, no card, no signup required for the homepage demo (three streaming reactions). Sign up for an account to use the full report and access all five check types.

12What's your accuracy track record?

Live on /validation: every cluster's score, ground-truth source, sample size, and last-audit date. Clusters whose audit falls below 80% are paused automatically. Raw audit CSVs are available on request to any customer, journalist, or academic.

Stop shipping
unchecked decisions.

Three free checks. No card. No signup. The next landing page tweak you're about to ship, run it through Prism first.

No card. No sales call. Three live reactions in your first minute.