Survey analysis, safely accelerated

Data to Stories.
Speed to Insight.

Data to Stories.
Speed to Insight.

Data to Stories.
Speed to Insight.

AI-powered survey analysis, without the hallucinations. Weevr turns raw survey data into strategic insight using statistical analytics and AI you can defend.

AI-powered survey analysis, without the hallucinations. Weevr turns raw survey data into strategic insight using statistical analytics and AI you can defend.

Request demo

Request demo

View features

View features

View features

100%

Data Accuracy
Data Accuracy

0

Hallucinations
Hallucinations

x10

Faster production cycles
Faster production cycles

The challenge

More pressure.
More risk.
Less reliable AI.

More pressure.
More risk.
Less reliable AI.

Insights teams are turning to AI but without a clear view of how analysis happens, hidden inaccuracies can turn speed into risk.

The pressures

Rising research demand

Research needs are growing across the business, increasing the volume and complexity of work.

Leaner teams

More stakeholders. Tighter timelines. Same headcount.

Leaner teams

More stakeholders. Tighter timelines. Same headcount.

Faster delivery

Stakeholders want insight in hours, not days.

Faster delivery

Stakeholders want insight in hours, not days.

The risks

-35%

-35%

LLM performance drop in multi-turn settings

LLM performance drop in

multi-turn settings

Source: arXiv 2505.06120

01

Hallucinated outputs

LLMs invent data that looks credible but is fabricated.

02

Misinformation

Subtle alterations warp strategic decisions over time.

03

Reputational harm

Unverified AI content exposes your brand to scrutiny.

04

Eroded client trust

One flawed deliverable undermines years of trust.

05

Commercial impact

Bad data leads to bad strategy. The cost is real.

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In the press

Real firms. Real consequences.
Same root cause.

Real firms. Real consequences.
Same root cause.

Real firms. Real consequences.
Same root cause.

Financial Times

May 15, 2026

EY retracts study after AI hallucinations discovered

Big Four firm pulls published research after fabricated citations surface in a client-facing report.

Read Source

Financial Times

June 11, 2026

KPMG report contained AI hallucinations on benefits of AI

Big Four firm's research into AI adoption included false citations and fabricated claims generated by an LLM.

Read Source

Reuters

Mar 16, 2026

Appeals court fines lawyers $30,000 for AI-cited fake cases

Latest sanction in a growing string of filings citing case law that does not exist.

Read Source

Fortune

2025

Deloitte cited AI-generated research in a government report

Latest sanction in a growing string of filings citing case law that does not exist.

Read Source

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Introducing Weevr

Introducing Weevr

One platform for governed, self-service insight.

One platform for governed, self-service insight.

Weevr takes raw survey data and turns it into strategic insight — using statistical analytics and AI. No hallucinations. No inaccuracies.
Weevr takes raw survey data and turns it into strategic insight — using statistical analytics and AI. No hallucinations. No inaccuracies.

Flagship feature

Weevr Resonance™

Cross-reference your survey data against real-time C-suite signals. Understand not just what your audience said, but how it lands with the leaders shaping your industry

Real-time executive sentiment mapping

Industry benchmark correlation

Strategic narrative alignment scoring

Flagship feature

Weevr Resonance™

Cross-reference your survey data against real-time C-suite signals. Understand not just what your audience said, but how it lands with the leaders shaping your industry

Real-time executive sentiment mapping

Industry benchmark correlation

Strategic narrative alignment scoring

Insights Teams

Accelerate narrative creation. Go from raw data to draft story in hours, not days.

Non-Research Teams

Democratise insight. Let marketing, product, and strategy self-serve from survey data.

Single User

Weevr's model provides flexibility, use as a one-off project or through an annual subscription.

Stakeholder Reporting

Generate polished stakeholder decks using waterfall schemes and visualisations.

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Purpose-built analysis vs general-purpose prompting.

Purpose-built analysis vs general-purpose prompting.

Weevr

Purpose built

vs

Generic AI

General purpose

One prompt to analysis

Runs the full analysis workflow from a single structured input.

One prompt to analysis

Runs the full analysis workflow from a single structured input.

Prompts

01

Multiple prompts to reach analysis

Requires iterative prompting to shape, refine, and validate.

Multiple prompts to reach analysis

Requires iterative prompting to shape, refine, and validate.

Multiple prompts to reach analysis

Requires iterative prompting to shape, refine, and validate.

Guided, staged analysis system

Guided, staged analysis system

Guided, staged analysis system

Guided, staged analysis system

Process

02

Black-box analysis system

No configurable, step-by-step framework for the user.

Black-box analysis system

No configurable, step-by-step framework for the user.

Black-box analysis system

No configurable, step-by-step framework for the user.

Repeatable, accurate, scalable

Consistent results across users, teams and studies.

Repeatable, accurate, scalable

Consistent results across users, teams and studies.

Reliability

03

Variable and difficult to replicate

Results may vary even with similar prompts.

Variable and difficult to replicate

Results may vary even with similar prompts.

Variable and difficult to replicate

Results may vary even with similar prompts.

Weevr Resonance™

Augmented data overlays and real-time cross-referencing to uncover whitespace.

Weevr Resonance™

Augmented data overlays and real-time cross-referencing to uncover whitespace.

Weevr Resonance™

Augmented data overlays and real-time cross-referencing to uncover whitespace.

Insight depth

04

Unsupported assertions

May introduce unsupported claims or need manual validation.

Unsupported assertions

May introduce unsupported claims or need manual validation.

Unsupported assertions

May introduce unsupported claims or need manual validation.

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From file upload to client-ready story.

From file upload to client-ready story.

01

Raw Survey Data

Upload your data file. Weevr ingests any standard survey format.

02

Statistical Analysis

Our proprietary rule-based engine validates and structures every data point.

03

Thematic Framework

Data is auto-organised into themes and narrative structures.

01

Stories & Reports

AI generates strategic recommendations, charts, and Word-ready exports.

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Validated across 100+ use cases

From weeks to days.

From weeks
to days.

Weevr has seen a reduction in analysis, narrative creation and report development from weeks to days, accelerating your speed to insight.

Weevr has seen a reduction in analysis, narrative creation and report development from weeks to days, accelerating your speed to insight.

Traditional workflow

2-3 weeks total

Hypothesis

Field work

Analysis

Narrative

Report dev

Final report

Weevr workflow

2-3 days total

…

Analysis

Narrative

Reporting

Done

10× Faster

Production cycles

100+

Industry use cases

Days, not Weeks

Turnaround time

Built by experts from FT & S&P Global

Built by experts from FT & S&P Global

Weevr was founded by two operators who've lived the pressure on insights teams — and the trust problem with generic AI. We're building the auditable research platform we always wanted.
Weevr was founded by two operators who've lived the pressure on insights teams — and the trust problem with generic AI. We're building the auditable research platform we always wanted.
Weevr was founded by two operators who've lived the pressure on insights teams — and the trust problem with generic AI. We're building the auditable research platform we always wanted.

CO-FOUNDER

Gurpreet Purewal

Bridging complex data and trusted stories that drive decisions

Gurpreet Purewal is the co-founder and commercial strategist behind Weevr. Across roles at the Financial Times, Future plc, and iResearch Services, he has spent his career bridging the gap between complex data and stories that decision-makers can trust. His experience driving commercial growth, shaping thought leadership programmes, and advising clients on strategy led him to build Weevr: a faster, more trusted way for research teams to move from evidence to influence.

Connect on LinkedIn

CO-FOUNDER

Gurpreet Purewal

Bridging complex data and trusted stories that drive decisions

Gurpreet Purewal is the co-founder and commercial strategist behind Weevr. Across roles at the Financial Times, Future plc, and iResearch Services, he has spent his career bridging the gap between complex data and stories that decision-makers can trust. His experience driving commercial growth, shaping thought leadership programmes, and advising clients on strategy led him to build Weevr: a faster, more trusted way for research teams to move from evidence to influence.

Connect on LinkedIn

CO-FOUNDER

Yiannis Antypas

Building intelligent products that turn complexity into clarity.

Yiannis Antypas is the co-founder and product architect of Weevr, building a faster, smarter way for teams to turn complex data into clear, trusted decisions. With a background spanning data science, investigative journalism, and data-led storytelling at organisations including S&P Global and the Financial Times, Yiannis has spent his career transforming complexity into simplicity. That experience shaped a simple belief: great insights should be rigorous enough for analysts, clear enough for executives, and fast enough for modern teams.

Connect on LinkedIn

CO-FOUNDER

Yiannis Antypas

Building intelligent products that turn complexity into clarity.

Yiannis Antypas is the co-founder and product architect of Weevr, building a faster, smarter way for teams to turn complex data into clear, trusted decisions. With a background spanning data science, investigative journalism, and data-led storytelling at organisations including S&P Global and the Financial Times, Yiannis has spent his career transforming complexity into simplicity. That experience shaped a simple belief: great insights should be rigorous enough for analysts, clear enough for executives, and fast enough for modern teams.

Connect on LinkedIn

Request demo

Got questions?
We've got answers.

Got questions?
We've got answers.

How is this different from ChatGPT or other AI tools?

These tools have a tendency to hallucinate and make assertions which aren’t necessarily correct and can alter the insights based on the request of the user. Our rule-based approach and proprietary code prevent these fundamental issues making sure accuracy and confidence of the data is paramount.

What kinds of data can I use with it?
Is my data secure?
Can I export the results?
How do I get support if I need help?

Let's talk.

Book a conversation. We'll run your brief on your data and prove the difference on day one

weevr.io

gurpreet@weevr.io · yiannis@weevr.io

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© 2026 Weevr · Data to Stories. Speed to Insight.

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© 2026 Weevr · Data to Stories. Speed to Insight.