AI-to-human hand-off vs. autonomous resolution
Some AI support platforms are built to hand a conversation to a human at the right moment. Others are built to close it out entirely. Zingly, a financial-services CX platform founded by three former Five9 executives, leans into the first model. Fini is built around the second, with a published rate to match.
In this comparison: What each is · How they differ · Capabilities · Feature by feature · Ease of use · What customers say · The full side-by-side · Which to choose · Compliance · FAQ
What is Fini?
Fini is an AI customer-support agent priced per resolution, backed by Y Combinator and Matrix Partners. It connects natively to your helpdesk, knowledge base, CRM, billing, claims, and EHR systems, reaches a 90% resolution rate at 99% accuracy, and is built to go live in 30 days. Across its customer base, Fini handles 3M+ monthly resolutions in fintech and healthcare. The agent works across voice, chat, and email, answers in 130+ languages, and returns a first response in about five seconds.
Pricing starts at $0.49 per resolution, with no per-seat fees, so a team can model its own cost from ticket volume alone, before a sales conversation ever starts.
What is Zingly?
Zingly is a financial-services CX platform founded in the San Francisco Bay Area, reportedly in November 2021, by CEO Gaurav Passi and co-founders John D'Amour and Piotrek Chojnowski, all three previously of contact-center vendor Five9, with Passi also a former President of Cloud Business at Avaya. The company raised a $10 million seed round in 2024 led by Dell Technologies Capital. It is not Y Combinator or Matrix Partners backed.
Zingly's platform centers on "Rooms," persistent omnichannel spaces that hold a customer's full conversation context across chat, voice, video, and screenshare, paired with a RAG-based agent called GenAI Buddy and a "Relationship AI" layer that decides when to bring a human rep into the conversation. Its clearest named customer is Transamerica, which launched a Zingly-powered virtual assistant called Pearl in March 2026 and reported cutting retirement-plan consolidation timelines by more than 50%, a figure confirmed in Transamerica's own press release.
Zingly pricing in 2026
Zingly does not publish pricing on its own site; the only path to a number is a demo request. A third-party software directory lists a "$50,000 per user, per month" starting price, but that figure looks like a directory data-entry artifact rather than a real, company-confirmed rate, and should not be treated as fact.
Fini publishes its rate directly: $0.49 per resolution, starting rate, with no per-seat fees and no separate platform charge. A Zingly buyer has to request a demo before learning any real number. A Fini buyer can model the exact cost of their next 1,000 resolutions from the published rate alone.
What buyers ask | Zingly | Fini |
|---|---|---|
Published price list | ✗ | ✓ |
Price | Not published, quoted per account | $0.49 per resolution |
Free trial or self-serve | None, demo request only | Not self-serve, staged onboarding team instead |
Vertical served | Banking, insurance, wealth management | Fintech and healthcare |
Can you model cost before a sales call? | No | Yes |
See Fini's full pricing breakdown for plan details, add-ons, and a resolution calculator.
How Fini and Zingly differ
Zingly is explicitly built around a blended AI-and-human model: its Relationship AI layer watches a conversation inside a persistent "Room" and decides when to bring a human rep in, rather than aiming to close every conversation autonomously. Fini is built the other way, resolving conversations end to end where possible, with a 90% resolution rate at 99% accuracy published directly. Zingly also does not publish pricing, while Fini's $0.49 per resolution is visible before a sales call.
The two companies also differ in review presence and vertical scope. Zingly shows zero reviews on both G2 and Capterra as of this research, a genuinely verifiable data point rather than a low rating, and its core focus is banking, insurance, and wealth management specifically. Fini splits its focus across fintech and healthcare, with native connections into claims and EHR systems that a banking-and-insurance-only platform has no reason to build.
Capabilities side by side
Both platforms genuinely execute actions rather than only answering questions. Zingly's GenAI Buddy pulls from a customer's own CRM, product catalog, and core banking systems to handle routine tasks autonomously, and its named tech-stack integrations include Salesforce, Avaya, DocuSign, and Ping Identity, per its Transamerica-adjacent case study. Fini connects natively across helpdesk, CRM, billing, claims, and EHR systems in one connector set, and adds voice as a native channel alongside chat and email.
Zingly states it is LLM-agnostic and supports multiple underlying models, and describes a "zero retention architecture" where customer PII is masked and not used to train its models, though this claim has no independent audit found. Fini publishes its compliance posture as a fixed certification list rather than a named architecture pattern, covered in the Compliance section below.
Feature by feature
Feature | Fini | Zingly |
|---|---|---|
Channels | Voice, chat, email | Chat, voice, video, screenshare |
AI-to-human hand-off logic | Escalates the 10% it cannot resolve | ✓ (Relationship AI, core to the product) |
Healthcare workflows (claims, EHR) | ✓, native | ✗, BFSI-focused, healthcare a secondary vertical |
Published outcome guarantee | ✓ (90-Day Money-Back Guarantee) | None published |
Published pricing | ✓ | ✗ |
Ease of use and admin experience
Zingly markets deployment as taking "days, not months or years," but publishes no specific day or week count and no independent case study confirming actual go-live duration. Fini's published 30-day, staged go-live is run by a dedicated onboarding team against a fixed, specific timeline.
Zingly shows zero reviews on both G2 and Capterra as of this research, a clean, verifiable fact rather than a low rating, so independent, crowd-sourced admin-experience feedback is not yet available for this platform at any meaningful scale.
Fini's differentiators
Published, forecastable pricing
a starting rate of $0.49 per resolution, visible before any sales call, versus Zingly's undisclosed, demo-gated rate.
Fintech and healthcare, not banking alone
Native connections into claims and EHR systems cover a second regulated vertical Zingly does not focus on.
A fixed, staged 30-day go-live
A specific, published timeline instead of Zingly's directional "days, not months" claim.
A published outcome guarantee
The 90-Day Money-Back Guarantee ties payment to a 90% resolution rate within 90 days, at a publicly quoted rate.
Zingly's recognized strengths
Zingly earns real credit on specific, well-sourced points. Its three co-founders all previously worked at Five9, a well-known contact-center-as-a-service vendor, with CEO Gaurav Passi also a former President of Cloud Business at Avaya, a genuinely deep incumbent CX industry pedigree. Its clearest customer relationship, Transamerica's Pearl virtual assistant launched in March 2026, is independently confirmed by Transamerica's own press release, including the specific claim of a more than 50% reduction in retirement-plan consolidation timelines. And its persistent "Rooms" concept, holding a full customer conversation context across chat, voice, video, and screenshare, addresses a genuine pain point in financial-services CX where context often gets lost between channels.
What customers say
Zingly shows zero reviews on both G2 and Capterra as of this research, so independent, crowd-sourced feedback is not available for this platform. Its clearest, independently corroborated result is the more than 50% reduction in retirement-plan consolidation timelines at Transamerica, confirmed in Transamerica's own press release. Other cited figures, including a claimed $200 million increase in account opening and onboarding at an unnamed "leading financial services institution," are self-reported by Zingly and tied to a customer that is not named, so they carry no independent corroboration.
The full side-by-side
Fini | Zingly | |
|---|---|---|
Pricing | $0.49 per resolution, starting rate | Not published |
Outcome guarantee | 90-Day Money-Back Guarantee, 90% in 90 days | None published |
Go-live | 30 days, staged | "Days, not months," no specific figure published |
Channels | Voice, chat, email | Chat, voice, video, screenshare |
Vertical scope | Fintech and healthcare | Banking, insurance, wealth management |
Compliance | SOC 2 Type II, ISO 27001, GDPR, HIPAA-BAA-eligible, CCPA under agreement | No specific certification found published |
Backing | Y Combinator, Matrix Partners | Dell Technologies Capital, WestWave Capital |
Named customers | 3M+ monthly resolutions across fintech and healthcare | Transamerica (Pearl virtual assistant) |
Which should you choose?
Choose Fini if you want a published, flat per-resolution rate you can model before a sales call, a fixed 30-day go-live, and coverage across both fintech and healthcare workflows including claims and EHR systems. Choose Zingly if you specifically want a persistent, omnichannel conversation space with a built-in AI-to-human hand-off model for banking, insurance, or wealth management.
A useful gut check: if your team needs healthcare workflows alongside fintech ones, or wants to see the exact per-resolution rate before a scoped sales conversation, Fini's published pricing and 30-day go-live are built for exactly that situation. If you want an AI layer that works alongside human reps rather than aiming to replace them for a given conversation, Zingly's Relationship AI model is the more relevant comparison. See how Fini also compares against Glia and Gradient Labs, two other financial-services-focused platforms in this category.
Compliance
Fini publishes SOC 2 Type II, ISO 27001:2022, GDPR compliance, HIPAA-compliant BAA-eligible contracting, and CCPA availability under agreement, all listed together in one place. Zingly's site publishes educational content explaining frameworks like SOC 2 in general terms, but no page found states that Zingly itself holds SOC 2, ISO 27001, GDPR, HIPAA, or PCI DSS certification. Its stated security practices include a "zero retention architecture" and PII masking, but these are company claims without a named third-party certification behind them.
For a bank or insurer with a hard certification requirement in procurement, that gap is worth raising directly with Zingly's sales team before signing, since generic educational content about a framework is not the same as holding that certification.
Ready to compare on your own data?
The fastest way to know which platform actually fits your ticket volume and compliance requirements is to run the numbers against your own data rather than a vendor's published averages. See Fini's plans or talk to the team about a side-by-side pilot. If you're also weighing another financial-services-focused platform, our Glia vs Fini comparison covers a larger, more established alternative, and our explainer on KYC automation covers how onboarding-checks workflows work across this category.
Is Zingly's pricing public?
No. Zingly does not publish pricing anywhere on its site, and a specific quote requires a demo request. Fini publishes its rate directly: $0.49 per resolution, starting rate.
Who founded Zingly and when?
Zingly was reportedly founded in November 2021 by CEO Gaurav Passi and co-founders John D'Amour and Piotrek Chojnowski, all three previously of Five9. The company is based in the San Francisco Bay Area (sources vary between San Francisco and San Ramon, California).
How much has Zingly raised?
Zingly raised a $10 million seed round in 2024 led by Dell Technologies Capital. Total cumulative funding is not consistently reported across sources. It is not Y Combinator or Matrix Partners backed.
Does Zingly serve healthcare companies?
Healthcare is listed as a secondary vertical on Zingly's site, but its core focus and named case studies are in banking, insurance, and wealth management. Fini serves both fintech and healthcare, with native connections into claims and EHR systems.
How fast can each platform go live?
Fini publishes a 30-day, staged go-live. Zingly markets deployment as taking "days, not months," but does not publish a specific timeline or independent case study confirming it.
What is Zingly's Relationship AI?
Relationship AI is Zingly's term for the layer that monitors a conversation inside its persistent "Rooms" and decides when to bring a human representative into the conversation, per its own product pages.
Is Zingly SOC 2 or GDPR certified?
No specific certification, SOC 2, ISO 27001, GDPR, HIPAA, or PCI DSS, was found published on Zingly's site. Its site discusses these frameworks in general educational content but does not claim certification for itself. Fini publishes SOC 2 Type II, ISO 27001:2022, GDPR, HIPAA-BAA-eligible contracting, and CCPA together.
Does Fini offer any guarantee Zingly doesn't?
Fini's 90-Day Money-Back Guarantee ties payment to results, a 90% resolution rate within 90 days, at a publicly quoted rate. No equivalent outcome guarantee was found published on Zingly's site.
Who are Zingly's named customers?
Transamerica is the clearest named customer, having launched a Zingly-powered virtual assistant called Pearl in March 2026. Other cited results are tied to an unnamed "Fortune 500 financial services company."
Does Zingly have independent reviews on G2 or Capterra?
No. Zingly shows zero reviews on both G2 and Capterra as of this research, a verifiable fact rather than a low rating.
