agent · web scraping
Chat4Data vs Jobbyo
55 fields both were evaluated on, 26 of them different — including where one discloses something the other does not. Every value links to the document it came from. 29 further fields are disclosed by neither and are listed at the end rather than tabled.
Assurance
| Field | Chat4Data | Jobbyo |
|---|---|---|
| Audit trail· | no public information chat4data.ai · checked Aug 2, 2026 | “Full Transparency See exactly what Jobbyo says on your behalf — every resume tweak, cover letter, and screening answer. Nothing happens behind closed doors.”jobbyo.ai · checked Aug 2, 2026 Not in our latest capture. We captured this page again on Sep 2, 2026 and this quote was not there. How we re-check citations |
| Explainability· | “Chat4Data uses a smart 4-step confirmation process (target area → fields → data volume → final check) to ensure you get exactly what you want.”chat4data.ai · checked Aug 2, 2026 | “Full Transparency See exactly what Jobbyo says on your behalf — every resume tweak, cover letter, and screening answer. Nothing happens behind closed doors.”jobbyo.ai · checked Aug 2, 2026 Not in our latest capture. We captured this page again on Sep 2, 2026 and this quote was not there. How we re-check citations |
| Runtime governance· | Agent pauses and hands control back to the user for logins, CAPTCHAs and verifications rather than proceeding autonomously. “For logins, CAPTCHAs, or verifications, Chat4Data pauses and taps you in”chat4data.ai · checked Aug 2, 2026 | “On Premium and Max, absolutely. You review every match and approve or reject before anything is sent.”jobbyo.ai · checked Aug 2, 2026 |
| Permission scopes· | no public information chat4data.ai · checked Aug 2, 2026 | “On Premium and Max, absolutely. You review every match and approve or reject before anything is sent. On Starter, Jobbyo applies automatically based on your profile and preferences.”jobbyo.ai · checked Aug 2, 2026 |
| Outcome-based pricing· | no public information chat4data.ai · checked Aug 2, 2026 | “Max plan, we guarantee an interview within 30 days or your money back.”jobbyo.ai · checked Aug 2, 2026 |
| Settlement mechanism· | no public information chat4data.ai · checked Aug 2, 2026 | “Max plan, we guarantee an interview within 30 days or your money back.”jobbyo.ai · checked Aug 2, 2026 |
| SLA terms· | no public information chat4data.ai · checked Aug 2, 2026 | “Max plan, we guarantee an interview within 30 days or your money back.”jobbyo.ai · checked Aug 2, 2026 |
Agency
| Field | Chat4Data | Jobbyo |
|---|---|---|
| Human oversight· | “Human-in-the-loop by design You unlock, Chat4Data collects For logins, CAPTCHAs, or verifications, Chat4Data pauses and taps you in—then picks up right where you left off.”chat4data.ai · checked Aug 2, 2026 | “Jobbyo combines AI automation with human oversight so your applications are actually good — not just fast.”jobbyo.ai · checked Aug 2, 2026 Not in our latest capture. We captured this page again on Sep 2, 2026 and this quote was not there. How we re-check citations |
| Goal complexity· | “A single prompt is all you need Describe your data in plain English. Chat4Data explores the page, extracts the fields you need, works through pagination and clicks, and hands you ready-to-use Excel, CSV, or JSON.”chat4data.ai · checked Aug 2, 2026 | “Jobbyo combines AI automation with human oversight so your applications are actually good — not just fast.”jobbyo.ai · checked Aug 2, 2026 Not in our latest capture. We captured this page again on Sep 2, 2026 and this quote was not there. How we re-check citations |
| Action space· | “Chat4Data is an AI web scraper that navigates websites and extracts structured data through simple chat prompts.”chat4data.ai · checked Aug 2, 2026 | no public information jobbyo.ai · checked Aug 2, 2026 |
| Operating environment· | “Chat4Data is an AI-powered Chrome extension designed to be your ultimate data collection assistant.”chat4data.ai · checked Aug 2, 2026 | “Jobbyo scans thousands of jobs daily. You tell it yes or no, and it gets smarter about what you want with every response.”jobbyo.ai · checked Aug 2, 2026 Not in our latest capture. We captured this page again on Sep 2, 2026 and this quote was not there. How we re-check citations |
| Initiative· | no public information chat4data.ai · checked Aug 2, 2026 | “Jobbyo scans thousands of jobs daily. You tell it yes or no, and it gets smarter about what you want with every response.”jobbyo.ai · checked Aug 2, 2026 Not in our latest capture. We captured this page again on Sep 2, 2026 and this quote was not there. How we re-check citations |
Safety
| Field | Chat4Data | Jobbyo |
|---|---|---|
| Safety policy· | no public information chat4data.ai · checked Aug 2, 2026 | “How secure is my data? We use encrypted connections, regular security audits, and follow strict privacy standards. Your resume and personal information are never shared with third parties.”jobbyo.ai · checked Aug 2, 2026 |
| Incident reporting· | no public information chat4data.ai · checked Aug 2, 2026 | |
| Data handling· | “We never see it, never store it, never touch it.”chat4data.ai · checked Aug 2, 2026 | “How secure is my data? We use encrypted connections, regular security audits, and follow strict privacy standards. Your resume and personal information are never shared with third parties.”jobbyo.ai · checked Aug 2, 2026 |
Practicality
| Field | Chat4Data | Jobbyo |
|---|---|---|
| Pricing model· | “Simple pricing Your next job, handled for you Most users land their first interview within 2-3 weeks. Pick the level that fits you. Weekly Quarterly Save up to 34% Job Seeker AI Agent $19 $0 then $19/week $182 billed today for 13 weeks (~$61/mo), then every quarter”jobbyo.ai · checked Aug 2, 2026 | |
| Price point· | “Job Seeker AI Agent $19 $0 then $19/week $182 billed today for 13 weeks (~$61/mo), then every quarter”jobbyo.ai · checked Aug 2, 2026 | |
| Availability· | no public information chat4data.ai · checked Aug 2, 2026 | “Start your free trial 3-day free trial Interview guarantee available Cancel anytime”jobbyo.ai · checked Aug 2, 2026 |
| Deployment options· | no public information jobbyo.ai · checked Aug 2, 2026 | |
| Support model· | “our support team responds within a working day and will get you back on track quickly.”chat4data.ai · checked Aug 2, 2026 | “Priority apply — your applications go out first Human reviewing — real person checks every application Weekly 1:1 with Jobbyo team”jobbyo.ai · checked Aug 2, 2026 |
Foundation models
| Field | Chat4Data | Jobbyo |
|---|---|---|
| Fine-tuning· | no public information chat4data.ai · checked Aug 2, 2026 | “Every time you give feedback — accept, reject, or edit — Jobbyo gets smarter. It learns your tone, your standards, and what roles excite you.”jobbyo.ai · checked Aug 2, 2026 Not in our latest capture. We captured this page again on Sep 2, 2026 and this quote was not there. How we re-check citations |
Ecosystem
| Field | Chat4Data | Jobbyo |
|---|---|---|
| Tool use· | “Chat4Data explores the page, extracts the fields you need, works through pagination and clicks”chat4data.ai · checked Aug 2, 2026 | “For each role, Jobbyo customizes your resume, writes a cover letter, and applies — all optimized for ATS and recruiter attention.”jobbyo.ai · checked Aug 2, 2026 Not in our latest capture. We captured this page again on Sep 2, 2026 and this quote was not there. How we re-check citations |
| Marketplace presence· | “Download and install the Chat4Data extension from the Chrome Web Store.”chat4data.ai · checked Aug 2, 2026 |
Impact
| Field | Chat4Data | Jobbyo |
|---|---|---|
| User base· | no public information chat4data.ai · checked Aug 2, 2026 | “Join thousands who stopped applying into the void and started getting interviews”jobbyo.ai · checked Aug 2, 2026 |
| Deployment scale· | no public information chat4data.ai · checked Aug 2, 2026 | “Join thousands who stopped applying into the void and started getting interviews”jobbyo.ai · checked Aug 2, 2026 |
| Target sectors· | “Chat4Data works with most HTML websites, including e-commerce platforms, news sites, real estate listings, job boards, directories, and educational portals.”chat4data.ai · checked Aug 2, 2026 | “Jobbyo found roles that actually needed my exact certification stack. 5 interviews, all relevant. Accepted one.”jobbyo.ai · checked Aug 2, 2026 Not in our latest capture. We captured this page again on Sep 2, 2026 and this quote was not there. How we re-check citations |
Disclosed by neither
Both Chat4Data and Jobbyo publish nothing on these 29 fields. That is a finding about the category rather than a difference between them, so it is recorded here instead of as 29 identical table rows. Each is shown with its source check on the individual profiles.
- Autonomy level
- High-risk domains
- Documented incidents
- Integrations
- Supported regions
- Base models
- Model provider
- Model swappable
- Open weights
- Context window
- Protocols supported
- Multi-agent
- API access
- Open source
- Safety evaluations
- Red teaming
- Usage restrictions
- Model or system card
- Third-party evaluations
- Insurance available
- Insurance carriers
- Coverage limits
- Indemnification
- Liability cap
- Tamper-evident log
- Compliance certifications
- Regulatory alignment
- Dispute process
- Evaluation coverage