agent · recruiting ai agents
Fribl vs RightMatch AI
55 fields both were evaluated on, 19 of them different — including where one discloses something the other does not. Every value links to the document it came from. 36 further fields are disclosed by neither and are listed at the end rather than tabled.
Assurance
| Field | Fribl | RightMatch AI |
|---|---|---|
| Audit trail· | no public information www.fribl.co · checked Aug 2, 2026 | Vendor states every customer gets an audit log of every AI decision plus a published bias audit “Every customer gets a published bias audit, candidate disclosure templates, and an audit log of every AI decision.”www.rightmatch.app · checked Aug 2, 2026 |
| Explainability· | “A precise explanation of the results obtained”www.fribl.co · checked Aug 2, 2026 | no public information www.rightmatch.app · checked Aug 2, 2026 |
| Compliance certifications· | no public information www.fribl.co · checked Aug 2, 2026 | States it holds SOC 2 Type II (self-declared; badge only, no certificate published) “SOC 2 Type II”www.rightmatch.app · checked Aug 2, 2026 |
| Regulatory alignment· | “No AI Act compatibility, as uniquely based on generic LLMs: creating hallucinations, lack of transparency and no results explanations.”www.fribl.co · checked Aug 2, 2026 | Vendor states the product is built for GDPR, CCPA, EU AI Act high-risk requirements and annual NYC Local Law 144 bias audits “It is built for GDPR, CCPA, the EU AI Act high-risk requirements, and annual NYC Local Law 144 bias audits”www.rightmatch.app · checked Aug 2, 2026 |
Agency
| Field | Fribl | RightMatch AI |
|---|---|---|
| Human oversight· | no public information www.fribl.co · checked Aug 2, 2026 | Automates recruiting busywork while leaving hiring judgment to the human team “RightMatch replaces resume triage, scheduling, screening interviews, scorecard busywork, and ATS bookkeeping — without replacing your team's judgment.”www.rightmatch.app · checked Aug 2, 2026 |
| Action space· | no public information www.fribl.co · checked Aug 2, 2026 | Screens resumes, conducts AI video interviews, and ranks candidates against a rubric “RightMatch screens resumes, runs AI video interviews, and ranks candidates against your rubric”www.rightmatch.app · checked Aug 2, 2026 |
| Operating environment· | no public information www.fribl.co · checked Aug 2, 2026 | Operates inside ChatGPT and other LLMs “Now live in ChatGPT — drive hiring from any LLM”www.rightmatch.app · checked Aug 2, 2026 |
Practicality
| Field | Fribl | RightMatch AI |
|---|---|---|
| Pricing model· | no public information www.rightmatch.app · checked Aug 2, 2026 | |
| Availability· | no public information www.rightmatch.app · checked Aug 2, 2026 | |
| Deployment options· | no public information www.rightmatch.app · checked Aug 2, 2026 | |
| Integrations· | Integrates with 27+ ATS platforms and operates inside ChatGPT via LLM plugin “integrated with 27+ ATS platforms, your favorite LLM, and our app”www.rightmatch.app · checked Aug 2, 2026 | |
| Supported regions· | no public information www.rightmatch.app · checked Aug 2, 2026 | |
| Support model· | no public information www.rightmatch.app · checked Aug 2, 2026 |
Foundation models
| Field | Fribl | RightMatch AI |
|---|---|---|
| Base models· | “Fribl leverages cutting-edge Generative AI technology”www.fribl.co · checked Aug 2, 2026 | no public information www.rightmatch.app · checked Aug 2, 2026 |
Ecosystem
| Field | Fribl | RightMatch AI |
|---|---|---|
| Protocols supported· | no public information www.rightmatch.app · checked Aug 2, 2026 | |
| Multi-agent· | no public information www.rightmatch.app · checked Aug 2, 2026 | |
| API access· | “Fribl is an AI-powered Intelligent Matching API”www.fribl.co · checked Aug 2, 2026 | no public information www.rightmatch.app · checked Aug 2, 2026 |
Impact
| Field | Fribl | RightMatch AI |
|---|---|---|
| User base· | 600,000+ resumes screened worldwide “600,000+ resumes screened worldwide with RightMatch”www.rightmatch.app · checked Aug 2, 2026 | |
| Deployment scale· | no public information www.rightmatch.app · checked Aug 2, 2026 |
Disclosed by neither
Both Fribl and RightMatch AI publish nothing on these 36 fields. That is a finding about the category rather than a difference between them, so it is recorded here instead of as 36 identical table rows. Each is shown with its source check on the individual profiles.
- Autonomy level
- Goal complexity
- Initiative
- Target sectors
- High-risk domains
- Documented incidents
- Price point
- Model provider
- Model swappable
- Open weights
- Fine-tuning
- Context window
- Tool use
- Open source
- Marketplace presence
- Safety evaluations
- Red teaming
- Safety policy
- Usage restrictions
- Model or system card
- Incident reporting
- Third-party evaluations
- Data handling
- Insurance available
- Insurance carriers
- Coverage limits
- Indemnification
- Liability cap
- Tamper-evident log
- Runtime governance
- Permission scopes
- Outcome-based pricing
- Settlement mechanism
- Dispute process
- SLA terms
- Evaluation coverage
Questions
- How do Fribl and RightMatch AI compare on human oversight?
- Fribl: no public information disclosed. RightMatch AI: Automates recruiting busywork while leaving hiring judgment to the human team.
- How do Fribl and RightMatch AI compare on action space?
- Fribl: no public information disclosed. RightMatch AI: Screens resumes, conducts AI video interviews, and ranks candidates against a rubric.
- How do Fribl and RightMatch AI compare on operating environment?
- Fribl: no public information disclosed. RightMatch AI: Operates inside ChatGPT and other LLMs.
- How do Fribl and RightMatch AI compare on audit trail?
- Fribl: no public information disclosed. RightMatch AI: Vendor states every customer gets an audit log of every AI decision plus a published bias audit.
- How do Fribl and RightMatch AI compare on compliance certifications?
- Fribl: no public information disclosed. RightMatch AI: States it holds SOC 2 Type II (self-declared; badge only, no certificate published).