What do agents say about you?
About your company.
Do you know what agents are saying about you, your pricing, security, and SSO?
molteval finds wrong claims and gives you the exact pages and copy to correct them.
Requires signup. Takes ~30 seconds.
“We found claims agents were making about our pricing that we had no idea about.”
Head of Marketing
B2B SaaS Company
“The Fix Pack showed us exactly which pages to update. Clear and actionable.”
VP of Revenue
Growth-stage Startup
“Within two weeks, the wrong claims about our SOC 2 status dropped significantly.”
Founder
Security Software
Why this matters now
AI agents now answer questions about your company. They summarize your pricing, describe your security posture, and compare you to competitors.
But agents get things wrong. They confuse tiers. They invent features. They repeat outdated information from old blog posts.
Wrong claims pre-filter you out before a demo ever gets scheduled.
Your pipeline feels slower. Conversion dips. You blame the market. But the real problem is invisible: agents are giving wrong answers about you, and prospects trust those answers.
This is a silent revenue leak. You cannot fix what you cannot see.
How it works
Eval. Flag. Fix.
Eval
We run standardized prompts across multiple agents every week.
- Pricing questions
- Security and compliance queries
- Feature comparisons
- Rankings and recommendations
Flag
We extract what agents say about you and identify problems.
- Your rank vs competitors
- Mentions and share of voice
- Wrong or misleading claims
- High-risk statements
Fix
We tell you exactly what to change and where.
- Specific pages to update
- Copy suggestions
- Agent Card template
- Improvement tracking
Reports run weekly. You see changes over time.
What you get
Weekly Report
See how agents represent you compared to competitors.
- Share of voice across agents
- Your rank vs competitors
- Claim accuracy breakdown
- Week-over-week changes
Fix Pack
Actionable recommendations to improve agent answers.
- Pages that need updates
- Copy suggestions for each page
- Priority by claim severity
- Before/after tracking
Agent Card
A canonical endpoint agents can reference.
- Structured data at /agent
- Pricing, security, ICP fields
- Comparison context
- Human + machine readable
Improvement Tracking
Measure whether fixes actually worked.
- Before/after claim comparison
- Rank movement over time
- Claim accuracy trends
- Competitor delta tracking
Agent Card (/agent)
A canonical endpoint on your domain that agents can reference. Structured data they can trust.
https://yourdomain.com/agentFields included:
- Pricing (tiers, limits, overages)
- SOC 2 status and scope
- SSO / SCIM availability
- ICP and best-fit segments
- Comparison context
- Not ideal for
Human-readable
Company: Acme Corp Pricing: Starts at $49/seat/mo. Tiers: Starter, Pro, Enterprise. Security: SOC 2 Type II. SSO on all plans. SCIM on Pro+. Best for: Mid-market B2B SaaS teams (50-500 employees). Not ideal for: Consumer apps or solo founders.
JSON
{
"company": "Acme Corp",
"pricing": {
"starts_at": "$49/seat/mo",
"tiers": ["Starter", "Pro", "Enterprise"]
},
"security": {
"soc2_type2": true,
"sso": "all plans",
"scim": "Pro+"
},
"icp": "Mid-market B2B SaaS (50-500 employees)",
"not_ideal_for": "Consumer apps, solo founders"
}Example outputs
Mock data. Your report will show your actual claims.
Weekly Overview
Claim Detail
“Acme Corp requires enterprise plan for SSO”
Old blog post from 2022 states SSO is enterprise-only. Current pricing page says all plans.
- Update /blog/sso-announcement-2022 with correction note
- Add SSO FAQ to /pricing
- Publish /agent endpoint with current SSO policy
Agent Card (JSON snippet)
{
"company": "Acme Corp",
"pricing": { "starts_at": "$49/mo" },
"security": { "soc2": true, "sso": "all" },
"icp": "Mid-market B2B SaaS"
}Who it's for
Good fit
- B2B SaaS companies with a pricing page
- Teams who track inbound pipeline
- Companies with 2+ direct competitors
- Anyone who cares how AI represents their brand
- Marketing and RevOps teams
Not ideal for
- Consumer apps with no B2B sales motion
- Companies not yet live with a product
- Those who do not publish public pricing or security info
- Teams uninterested in agent-driven discovery
Pricing
molteval evaluates agent outputs about your company. It finds wrong or risky claims. It gives you a Fix Pack with exact pages + copy to correct them.
Free Scan
One-time scan to see what agents say today.
Includes
- 1 company + 2 competitors
- Snapshot report: mentions, rank signals, top wrong claims
- "Fix first" checklist
- Shareable report link
Monitor
Weekly monitoring. Clear signals. No guessing.
Includes
- Weekly report: share-of-voice, rank signals, claim list
- Claim alerts: wrong or risky claims + where they appear
- Improvement tracking: week-to-week deltas
- Prompt library: Pricing, Security, SSO, ICP, Comparisons
- 1 workspace
Limits
- Up to 30 prompts/week
- Up to 2 competitors
- Up to 3 saved ad-hoc questions
Fix
Monitoring plus the work package you can ship.
Includes
- Everything in Monitor
- Fix Pack (monthly): prioritized page checklist, copy blocks, what to add/replace/clarify
- Agent Card (/agent) template + setup guidance
- Weekly "ship list" (owners + suggested order)
Limits
- Up to 60 prompts/week
- Up to 3 competitors
- Fix Pack covers up to 6 pages/month
Scale
For teams with multiple products, domains, or markets.
Includes
- Everything in Fix
- More prompts and more competitors
- Multiple domains and products
- Fix Packs twice per month or continuous queue
- Custom prompt sets tuned to your market
- Team features: roles, approvals, report sharing
- Priority support
Limits
- Up to 200+ prompts/week
- Up to 6+ competitors
- Fix Pack covers up to 15 pages/month
Add-ons
Add coverage when you need it.
How to choose
- Choose Free Scan if you want a snapshot and a short "fix first" list.
- Choose Monitor if you want visibility and alerts, but you'll write changes yourself.
- Choose Fix if you want a monthly package of pages + copy you can ship quickly.
- Choose Scale if you have multiple products, many competitors, or a larger team workflow.
Frequently asked questions
Start seeing what agents say about you
Wrong claims are costing you pipeline. Find out what to fix.
- See exactly what agents say about your company
- Get actionable fixes, not just reports
- Track improvement week over week