Agentic Index

Gnani.ai vs PolyAI (2026)

Two enterprise voice platforms with proprietary models underneath, both sold through enterprise contracts. That verdict is the Agentic Index coverage score, graded from each vendor's own published materials.

PolyAI builds lifelike assistants on its Raven model with retrieval grounded answers and deep contact centre integration, priced per minute at roughly six figures a year. Gnani runs foundational speech models under agents executing production workflows, priced by usage and interaction volume, documenting 9.5 of 14 against PolyAI's 9.5. PolyAI optimizes the conversation; Gnani optimizes the workflow behind it. Neither publishes a rate card, so model your volume before either call.

This comparison is published by Agentic Index, an independent agentic AI vendor research platform. Gnani.ai and PolyAI 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 Gnani.ai if

  • The agent has to complete work, not just handle the call, and workflow execution is the requirement.
  • Documented coverage is broader across the matrix.
  • Usage and interaction based pricing suits your volume better than per minute.

Choose PolyAI if

  • Conversation quality is the product: naturalness and retrieval grounded answers are what customers judge.
  • Deep contact centre integration into your existing stack is the constraint.
  • You want a vendor whose entire focus is high volume customer service voice.
At a glance Gnani.ai PolyAI
Category Voice agent Voice agent
Entry price Not public; enterprise sales, typically priced by usage and interaction volume, with model APIs available Custom; per-minute, ~6-figure/yr
Free / trial Model APIs available to try, enterprise deployments through sales; no public self serve pricing
Pricing confidence contact only contact only
Feature
G
Gnani.ai
P
PolyAI
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 Partial

Security, Identity & Governance

RBAC, SSO, auditability, encryption, least-privilege tool access, compliance posture, and data handling policy.

Full / Explicit Full / Explicit

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 Partial
Solution readiness

Prebuilt Agents, Templates & Packs

Ready-made workflows, packaged employees, templates, blueprints, industry solutions, and role-specific agents that reduce time-to-value.

Full / Explicit Partial
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.

Partial 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.

Partial Partial
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
G
Gnani.ai
P
PolyAI

Entry price

Lowest public entry point

Not public; enterprise sales, typically priced by usage and interaction volume, with model APIs available Custom; per-minute, ~6-figure/yr

Pricing confidence

How public the numbers are

Contact only Contact only

Billing

Primary billing axis

interaction volume and usage

Variable cost

Workload / overage exposure

High variable cost Medium variable cost

Free tier / trial

Try before you buy

No free tierTrial
No free tier

Buying motion

Self-serve vs sales call

Sales call

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