27% of AI agent failures are hallucinations: confidently wrong answers

Your AI chatbot is
lying to customers.
We'll prove it.

Independent audit of your e-commerce AI chatbot. Upload logs, get a report.

Try free→3 Audit Points free · no credit card
Sample Report→
Store chat log · analyzed by AiVerd

Is this hoodie 100% cotton? I have a skin allergy.

Yes! Our hoodies are made from 100% organic cotton, perfectly safe for sensitive skin.

!
AiVerd audit

Hallucination flagged in your logs

Catalog says: 60% cotton, 40% polyester. Customer may return and file a complaint.

And if it doesn't fit? How long do I have to send it back?

No rush, you can return it within 60 days of delivery.

!
AiVerd audit

Policy conflict flagged in your logs

Your return policy says 14 days, not 60. That promise turns into a refund dispute.

Conversation from your exported chat logReviewed after it happened

The cost of unchecked AI chatbots

74%
of enterprises have rolled back a live AI agent
Rollback is what happens when nobody checked first.
Sinch, 2026 ↗
58%
of shoppers blame the brand when AI gives wrong product information
Rithum, 2026 ↗
15–27%
of support chatbot answers are hallucinated
Grounding lowers this. It does not remove it.
SQ Magazine, 2026 ↗
~$3–15K+
monthly loss for mid-sized stores from bot errors
Industry estimates

The problem

Your chatbot vendor provides the technology.
You carry the risk.
And you pay for it.

Your products, variants, prices, and policies are unique to your store. When the chatbot gives customers incorrect information, the vendor does not lose the sale. You do.

What vendors measure

  • Conversations handled
  • Resolution rate
  • Customer satisfaction
  • Deflection rate

What your store needs to know

  • ✓Is every product claim accurate?
  • ✓Is the correct variant being recommended?
  • ✓Are prices and policies represented correctly?
  • ✓How much revenue is at risk?

All four metrics on the left can look great while the bot misquotes your catalog.

How it works

Find the mistakes.
Stop the revenue loss.

01Your input

Upload source of truth

Add your product catalog and chat logs. Include your return policy when needed.

No SDK or developer required.

02Independent check

We verify every answer

AiVerd checks product, variant, price and policy claims against your data.

Each issue includes direct evidence.

03Action plan

Fix what costs you sales

See critical failures, estimated revenue impact, and a prioritized fix plan.

Full report to share with your team.

Most audits finish within two hours. Time depends on how many dialogues and how large a catalog you upload.

What happens to the files you upload: data handling, retention and sub-processors

The audit

Evidence for every error.

Every answer in the logs you upload is analyzed against your catalog and your policy. No sampling, no averages.

  • ✓Bot's answer checked against your data, side by side
  • ✓Potential revenue loss across all findings
  • ✓Severity for each one, with a recommended fix
  • ✓Ready to hand to your chatbot vendor
  • ✓Full report, export to PDF

Analysis covers

HallucinationsFake SKUsPrices & promosWrong attributesStock & shippingReturns & warranty

Audit Report

Vendor name hidden · Fashion DTC · 3,247 dialogues analyzed

PDF Report

Hallucination Rate

14.2%

461 of 3,247 dialogues

Critical Issues

81

Need immediate action

Est. Revenue Loss

$3.4K

Returns + lost sales

Quality Score

D · 54

Poor. Act now

Findings

Material misrepresentation

47x

Fabricated return policy

34x

dlg 733: Bot promises 60-day returns, but the uploaded policy allows 14 days

Q:"What is your return policy?"A:"We offer 60-day returns..."

Quick Win Plan

Add material and care details to the relevant product records

↓ Addresses 47 material, ingredient, and care findingsEffort: Low

Upload current return, warranty, and shipping policies as knowledge sources

↓ Addresses 34 policy, warranty, and shipping findingsEffort: Medium

Demo data. Your findings appear after your first audit.

Industry benchmark

See which chatbot vendors
actually perform.

Compare chatbot vendors using results from real e-commerce audits: accuracy, hallucination rates, and performance by industry.

Vendor leaderboard

Ranked by accuracy across completed audits

All industries
#1
Vendor name hidden

128 audits

Hallucination rate

4.1%

Accuracy score

96/100
#2
Vendor name hidden

74 audits

Hallucination rate

5.2%

Accuracy score

95/100
#3
Vendor name hidden

41 audits

Hallucination rate

7.8%

Accuracy score

92/100

Demo data. The benchmark is private to AiVerd customers, not published anywhere. Live rankings come from completed audits, and your vendor appears after your first audit.

The dashboard

Your hallucination rate, month over month.

Every audit lands in one place: what moved, which issues keep coming back, and how much revenue is still at risk.

  • ✓Quality trend across every audit
  • ✓Issues that keep coming back
  • ✓Total revenue at risk, month over month

Included with Continuous Monitoring

Audit dashboard · AiVerd
Active Audits
24
+6 this month
Avg Hallucination Rate
29.8%
−11.4 pts vs January
Issues Found
1284
1,284 total · +142 in the latest audit
Estimated Loss at Risk
$12K
−$5K vs January

Quality Trend

Hallucination rate over the last 6 months

Last 6 months
27.0%32.7%38.3%44.0%JanFebMarAprMayJun

Top Issues

Most common problems found

Availability & Fulfillment165
Materials, Ingredients & Care198
Comparisons & Recommendations312
Product Identity & Catalog Scope268
Pricing & Promotions241

Demo data. Your metrics appear after your first audit.

Pricing

Start on demand.
Add monitoring when you're ready.

One wrong answer can cost more in refunds and lost customers than the whole audit.

One Audit Point covers 1 MB of the content we analyze, not the size of your files. Not sure what that comes to? Estimate it in the calculator before you buy.

On-Demand Audit

$199one-time purchase

Audit Points never expire

  • ✓Available Audit Points: 20 AP
  • ✓Catalog up to 50 MB
  • ✓Hallucination detection across catalog, policy, and chat logs
  • ✓Wrong product claims detection
  • ✓Evidence for every finding
  • ✓Financial loss impact estimate
  • ✓Quality Score for chatbot accuracy
  • ✓Quick Win Plan - what to fix
  • ✓Full report + Detailed PDF
Buy On-Demand Audit
Best value

Continuous Monitoring

$999/ year

Re-audited every month

  • ✓Available Audit Points: 30 AP / month
  • ✓Catalog up to 100 MB
  • ✓Everything in On-Demand Audit
  • ✓Quality trend dashboard
  • ✓Monthly hallucination rate and financial loss tracking
  • ✓Visual improvement vs prior audits
  • ✓Historical month-by-month comparison
  • ✓Benchmark - Industry position
Start monitoring

Enterprise

Let’s talk

Higher volume · multi-store

  • ✓Available Audit Points: Unlimited
  • ✓Catalog up to 200 MB
  • ✓Everything in On-Demand Audit + Continuous Monitoring
  • ✓Multi-store audits
  • ✓Multi-store Quality trend dashboard
  • ✓Custom file-format parsers
  • ✓Benchmark - Detailed vendor leaderboard
  • ✓Priority support
Contact sales

Audit Points are charged for chat logs only. Your catalog and policy files are free, with a size limit per plan.

Frequently asked questions

Everything to know
before your first audit.

What do I need to run an audit?+

Upload your product catalog and exported chatbot conversations. You can also add your return policy for policy-specific checks. Catalogs and logs support CSV, XLSX, JSON, TSV, and TXT files, up to 100 MB each.

Does AiVerd work with my chatbot vendor?+

AiVerd audits conversations you export yourself, so it is not tied to a specific chatbot platform. No SDK or direct integration is required.

How long does an audit take?+

Most audits finish within two hours. The exact time depends on how much chat-log data you upload: a month of conversations for a small store completes in minutes, a large historical export takes longer. You can close the tab and come back later: the report waits in your account.

What does the audit actually check?+

Every bot answer is checked against your catalog and policies. On the product side that means invented items and SKUs, wrong prices and measurements, wrong attributes, materials, sizes and stock, and claims about origin, certification and sustainability. On the policy side it covers returns, refunds, warranty, shipping and fulfillment.

Why not rely on my vendor's analytics?+

Vendor dashboards usually measure activity, resolution, satisfaction, and deflection. AiVerd independently verifies whether the answers themselves are true for your products, prices, variants, and policies.

How thorough is the analysis?+

A ten-stage pipeline combining deterministic verification, vector search and RAG. Factual mismatches are settled by code, not by a model. Everything else is checked against your own documents and confirmed by a separate verification stage.

How can I trust the findings?+

Nothing is taken on the model's word. Prices, SKUs, stock and variants are verified by exact comparison against your own files, and AI is used only where meaning has to be judged, such as claims about materials or sustainability. Every finding shows the bot's exact answer next to the line from your catalog or policy that contradicts it, so your team can check it in seconds.

What will I receive?+

Every finding pairs the bot's answer with the data that contradicts it, rated by severity and with a recommended fix. The report also gives a Quality Score, hallucination rate, and the total revenue at risk across findings. It opens in your account and exports as a PDF you can hand to your team or your chatbot vendor.

How do Audit Points work?+

1 Audit Point covers 1 MB of chat logs. Your product catalog and policy files are never charged: they are the source of truth we check the bot against, not material we audit. Volume is measured after formatting, field names and identifiers are stripped, so it is well below the size of the files on disk. The On-Demand Audit (20 AP) covers a typical store's monthly conversations with room to spare. Usage is rounded up to the next whole point, so an upload under 1 MB still uses 1 Audit Point. Not sure? Use the calculator before you buy.

How is my data protected?+

AiVerd anonymizes common personal data as each file is prepared for analysis, and you should still remove names, emails and phone numbers before uploading. Files are encrypted in transit and at rest, are deleted automatically 90 days after upload, and you can request deletion at any time.

Ready to see what your chatbot
gets wrong?

Upload your product catalog and your chat logs. We take it from there.

Try free3 Audit Points free · no credit card

Questions before you start? Talk to us