Agentic Index
Qualtrics vs Spring Labs (2026)
Qualtrics documents 10 of 14 and Spring Labs 9 and both put agents on customer experience with a compliance edge, for different institutions. That verdict is the Agentic Index coverage score, graded from each vendor's own published materials.
Qualtrics brings Experience Agents to its XM Platform, resolving customer and employee issues inside surveys and tickets, grounded in decades of experience data with human approval and FedRAMP High governance. Spring Labs is built for financial institutions, where Zanko agents detect complaints, score quality assurance and manage disputes end to end, extending into the SummerGRC orchestration platform. Qualtrics measures experience and acts on it; Spring Labs treats complaints as a regulated obligation, which for a bank they are.
This comparison is published by Agentic Index, an independent agentic AI vendor research platform. Qualtrics and Spring Labs are each graded against the same 14 capability Agentic Index taxonomy, from the vendor's own public materials under the Agentic Index verification standard, alongside 969 researched vendors. No vendor pays for placement and no vendor has reviewed this page. How this evidence is graded
Choose Qualtrics if
- Experience measurement is your existing practice and agents should live inside it.
- FedRAMP High governance is a requirement your public sector work imposes.
- Employee experience alongside customer experience is in scope.
Choose Spring Labs if
- You are a financial institution and complaint handling is a regulatory obligation, not a metric.
- Dispute management end to end is the operational burden you need lifted.
- Extending into governance, risk and compliance orchestration matches where you are heading.
| At a glance | Qualtrics | Spring Labs |
|---|---|---|
| Category | Customer support agent | GTM / revenue agent |
| Entry price | Contact sales (AI add on to XM Platform) | Contact sales |
| Free / trial | No public free tier for Experience Agents; enterprise licensing and demo | Experience Zanko before committing per the site; no public free tier documented |
| Pricing confidence | contact only | contact only |
| Feature | Q Qualtrics |
S Spring Labs |
|---|---|---|
| Action & orchestration | ||
|
Integrations & Tool Calling Ability to connect agents to real systems through native integrations, OAuth-authenticated actions, custom tools, APIs, webhooks, or MCP-compatible tools. |
Full / Explicit | Full / Explicit |
|
Workflow Orchestration Ability to sequence, branch, retry, route, and combine deterministic workflow nodes with autonomous agent steps. |
Full / Explicit | Full / Explicit |
|
Triggers & Channel Coverage How agents wake up and where they work: schedules, webhooks, message events, CRM events, inbox events, chat, email, voice, and collaboration tools. |
Full / Explicit | Full / Explicit |
| Knowledge & context | ||
|
Knowledge Grounding & RAG Ability to ground agent behavior in company data through document ingestion, retrieval, external knowledge APIs, semantic search, or RAG layers. |
Full / Explicit | Full / Explicit |
|
Memory & State Persistence Ability to persist context across a run, conversation, workflow, user, team, or longer-term memory layer. |
Partial | Partial |
| Control & trust | ||
|
Human Oversight & Guardrails Approval steps, consent checkpoints, escalation rules, structured guardrails, policy constraints, and pause/resume controls. |
Full / Explicit | Full / Explicit |
|
Security, Identity & Governance RBAC, SSO, auditability, encryption, least-privilege tool access, compliance posture, and data handling policy. |
Full / Explicit | Partial |
|
Observability & Auditability Traces, logs, execution histories, metrics, audit events, and debugging detail for production agent behavior. |
Full / Explicit | Full / Explicit |
|
Deployment & Data Residency Deployment modes and options, including SaaS, dedicated cloud, VPC, on-prem, hybrid, local runtime, and self-hosting. |
Full / Explicit | No / Not documented |
| Solution readiness | ||
|
Prebuilt Agents, Templates & Packs Ready-made workflows, packaged employees, templates, blueprints, industry solutions, and role-specific agents that reduce time-to-value. |
Partial | Full / Explicit |
| Platform extensibility | ||
|
Model Flexibility & Routing Ability to work across multiple foundation models, route tasks to different models, or let buyers bring their own providers and keys. |
No / Not documented | Partial |
|
APIs, SDKs & MCP Extensibility Composability layer: stable APIs, SDKs, MCP tool consumption/serving, custom tools, and integration into internal systems. |
Full / Explicit | Partial |
|
Testing, Debugging & Optimization Testing, debugging, scoring, retries, fallbacks, quality gates, and optimization loops for improving agent workflows before and after deployment. |
No / Not documented | No / Not documented |
| Specialist automation | ||
|
Browser & Computer Use Browser, desktop, or remote/local computer control for workflows that cannot be handled through stable APIs alone. |
No / Not documented | No / Not documented |
Pricing snapshot
Sourced from the Index pricing dataset · open each vendor's profile for full detail.
| Pricing | Q Qualtrics |
S Spring Labs |
|---|---|---|
|
Entry price Lowest public entry point |
Contact sales (AI add on to XM Platform) | Contact sales |
|
Pricing confidence How public the numbers are |
Contact only | Contact only |
|
Billing Primary billing axis |
AI capabilities layered on XM Platform licensing | — |
|
Variable cost Workload / overage exposure |
Medium variable cost | Medium variable cost |
|
Free tier / trial Try before you buy |
No free tier
|
No free tier
|
|
Buying motion Self-serve vs sales call |
Sales call | Sales call |
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