Agentic Index
Smallest AI vs Vapi (2026)
Smallest AI and Vapi both price voice agents by the minute with free credits to start, and they differ on who makes the models. That verdict is the Agentic Index coverage score, graded from each vendor's own published materials.
Smallest AI builds its own, Lightning text to speech and Pulse speech to text, and runs them under Atoms, its no code agent builder, at 9 to 21 cents a minute depending on the models chosen, as low as 5 cents, plus a 1 cent a minute hosting fee and 10 dollars in free credits. Vapi builds none: it charges a 5 cent a minute hosting fee and passes transcriber, model and voice through at provider cost with no markup, which its calculator puts at about 82 to 129 dollars per 1,000 minutes on default providers, with 5 dollars in free credits. The grids are level on every axis but testing, where Vapi is Full and Smallest AI Partial. Choose Smallest AI for one vendor's tuned stack; choose Vapi to pick each layer.
This comparison is published by Agentic Index, an independent agentic AI vendor research platform. Smallest AI and Vapi 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 955 researched vendors. No vendor pays for placement and no vendor has reviewed this page. How this evidence is graded
Choose Smallest AI if
- You want speech and voice models built and tuned by the same vendor as the agent builder.
- A per minute rate that includes the models, from 5 to 21 cents, is simpler than assembling providers.
- A no code builder should let non engineers ship agents in more than twenty languages.
Choose Vapi if
- Choosing each provider layer yourself, with fallbacks on failure, is central to your quality plan.
- Testing is a gate: Vapi is Full on testing and debugging where Smallest AI is Partial.
- A HIPAA add on at a published 2,000 dollars a month lets you budget compliance up front.
| Feature | S Smallest AI |
V Vapi |
|---|---|---|
| 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. |
||
|
Smallest AIIntegrations & Tool Calling Agents carry API call tools that make HTTP requests to outside systems mid call, a pre call API request fetches context before the call connects, and the conversation log records the API calls and webhook triggers each call made. Tools are added, updated and removed per agent. SourceSmallest AI, docs.smallest.ai Atoms MCP available tools and Conversation logsread 2026-09-28 |
||
|
VapiIntegrations & Tool Calling Function tools call the customer's server logic, and API Request tools call any HTTPS API directly with credentials held by reference. MCP tools connect an assistant to external MCP servers at runtime. Built in tools transfer calls, end calls, send SMS and press DTMF keys, and prebuilt integrations include Google Calendar event creation, Make and n8n. Deepgram, OpenAI and other providers are model layers, not integrations. SourceVapi, docs.vapi.ai (Function tools, Integrations, Built-in tools)read 2026-09-27 |
||
|
Workflow Orchestration Ability to sequence, branch, retry, route, and combine deterministic workflow nodes with autonomous agent steps. |
||
|
Smallest AIWorkflow Orchestration Multi agent playbooks (SOPs with their own prompt, intent, auth level and tools) sit behind an intent router with a fallback playbook and mid call rerouting, Conversational Flow agents run node based flows, and the conversation log shows the routing path through multi agent setups. SourceSmallest AI, docs.smallest.ai Atoms MCP available tools and conversation logs pagesread 2026-09-28 |
||
|
VapiWorkflow Orchestration Squads split a call across specialized assistants that hand off to each other through handoff tools with declared destinations, resolved at runtime. Context passing, variable extraction and rejection rules are all configurable, and the squad examples route callers by verification and inquiry type. Vapi's older Workflows builder has been retired and its flows moved to Squads. SourceVapi, docs.vapi.ai (Introduction to Squads, Handoff tool, Workflows migration guide)read 2026-09-27 |
||
|
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. |
||
|
Smallest AITriggers & Channel Coverage Outbound campaigns start automatically at a scheduled date and time or through the API, with an audience and retry settings, and agents take calls on provisioned phone numbers. SourceSmallest AI, docs.smallest.ai Campaigns page and Atoms MCP available toolsread 2026-09-28 |
||
|
VapiTriggers & Channel Coverage Outbound campaigns carry a schedulePlan with an earliest and latest dispatch time, so Vapi starts dialing a contact list on its own schedule, with pre dial webhooks. Assistant hooks run actions on call events. Agents also answer on Vapi, Twilio, Telnyx and SIP numbers, in web calls and over SMS chat. SourceVapi, docs.vapi.ai (Campaign scheduling and lifecycle, Assistant hooks, SIP introduction, SMS chat)read 2026-09-27 |
||
| 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. |
||
|
Smallest AIKnowledge Grounding & RAG Knowledge bases hold uploaded PDFs and scraped web pages, are searched by semantic embeddings and injected into the model's context before the agent answers, and live apart from agents so content can be updated without touching agent configuration. SourceSmallest AI, docs.smallest.ai Knowledge Base overviewread 2026-09-28 |
||
|
VapiKnowledge Grounding & RAG Knowledge bases are the customer's uploaded files, such as txt, pdf, docx, csv, md and more, added through the dashboard or the file API, kept in Vapi and attached to assistants. During a call the query tool searches them by file ID, with Google Gemini models doing the retrieval, and new knowledge is added by uploading a file instead of retraining. A custom knowledge base can swap in the customer's own retrieval server. SourceVapi, docs.vapi.ai (Knowledge bases, Query tool)read 2026-09-27 |
||
|
Memory & State Persistence Ability to persist context across a run, conversation, workflow, user, team, or longer-term memory layer. |
||
|
Smallest AIMemory & State Persistence Session state lasts for the current call only, so anything that must survive between calls goes in the developer's own external store, such as Redis keyed by phone number. No platform memory across calls is provided. SourceSmallest AI, docs.smallest.ai State managementread 2026-09-28 |
||
|
VapiMemory & State Persistence For chat and SMS, a sessionId groups chats under one persisted conversation that expires 24 hours after creation by default (expirationSeconds). Sessions can be read in session logs and deleted through the API, and within a call, squads carry context across handoffs. Nothing the agent learns about a caller is kept beyond the session. SourceVapi, docs.vapi.ai (Session management, Session logs)read 2026-09-27 |
||
| Control & trust | ||
|
Human Oversight & Guardrails Approval steps, consent checkpoints, escalation rules, structured guardrails, policy constraints, and pause/resume controls. |
||
|
Smallest AIHuman Oversight & Guardrails Agents hand calls to a person by cold or warm transfer when the prompt tells them to, with a private whisper to the destination on a warm transfer, and playbooks carry an auth level. There is no step where a person approves an agent action before it commits. SourceSmallest AI, docs.smallest.ai Call transfer and MCP available tools pagesread 2026-09-28 |
||
|
VapiHuman Oversight & Guardrails A tool rejection plan attaches conditions to any tool and blocks the call when the recent conversation state matches them, and handoff rejection rules block unwanted transfers between assistants. Transfer tools hand a caller to a person by blind or warm transfer. There is no approval step that holds an action until a person signs off, so escalation hands over the whole conversation. SourceVapi, docs.vapi.ai (Tool rejection plan, Transfer Call tool)read 2026-09-27 |
||
|
Security, Identity & Governance RBAC, SSO, auditability, encryption, least-privilege tool access, compliance posture, and data handling policy. |
||
|
Smallest AISecurity, Identity & Governance Organizations have Admin and Member roles, and only Admins manage the team, settings and billing. SSO is part of the Enterprise plan. Smallest AI states ISO 27001, SOC 2 Type 2, GDPR and HIPAA compliance and runs a security compliance portal. SourceSmallest AI, docs.smallest.ai Organization members, smallest.ai homepage and pricing pageread 2026-09-28 |
||
|
VapiSecurity, Identity & Governance Vapi supports SSO through any SAML 2.0 or OIDC identity provider on the Enterprise and Premier plans, and RBAC with Admin, Editor and Viewer roles assigned per member. SCIM is not supported. Vapi's SafeBase trust center announces a completed SOC 2 Type II examination, with the report under NDA, and a public SOC 3, and lists HIPAA, PCI DSS v4.0.1, GDPR and CCPA. HIPAA mode and zero data retention are organization settings. SourceVapi, docs.vapi.ai (Single Sign-On) and security.vapi.airead 2026-09-27 |
||
|
Observability & Auditability Traces, logs, execution histories, metrics, audit events, and debugging detail for production agent behavior. |
||
|
Smallest AIObservability & Auditability Each call's conversation log shows the timestamped transcript, the tool and function calls, API calls and webhook triggers, per turn latency, the routing path through multi agent setups, the recording, the cost breakdown and an event timeline, exportable as JSON or CSV. SourceSmallest AI, docs.smallest.ai Conversation logsread 2026-09-28 |
||
|
VapiObservability & Auditability Call logs hold the transcript, messages, analysis, costs, latency, recordings and downloadable pipeline logs for each call, with chat, session, webhook and API request logs beside them. Monitors evaluate call data against thresholds and open issues. Raw data is kept for 14 to 180 days depending on the package. SourceVapi, docs.vapi.ai (Call logs, Logs overview, Monitoring quickstart) and vapi.ai/pricingread 2026-09-27 |
||
|
Deployment & Data Residency Deployment modes and options, including SaaS, dedicated cloud, VPC, on-prem, hybrid, local runtime, and self-hosting. |
||
|
Smallest AIDeployment & Data Residency On premises deployment is an option for the voice agent product, and the Enterprise plan offers dedicated infrastructure. No region list is published. SourceSmallest AI, smallest.ai homepage and pricing pageread 2026-09-28 |
||
|
VapiDeployment & Data Residency Each organization belongs to the United States or the European Union region, with its own dashboard, API and SIP hosts, such as api.eu.vapi.ai and sip.eu.vapi.ai in the EU. Every resource stays in its region, and each region is an isolated environment. The service is hosted only, with no self hosted or customer tenant option. SourceVapi, docs.vapi.ai (EU region and data residency)read 2026-09-27 |
||
| Solution readiness | ||
|
Prebuilt Agents, Templates & Packs Ready-made workflows, packaged employees, templates, blueprints, industry solutions, and role-specific agents that reduce time-to-value. |
||
|
Smallest AIPrebuilt Agents, Templates & Packs Agents can start from a template gallery filtered by industry, direction and agent type, and a cookbook repository holds runnable agent templates and examples. The individual templates and the job each does are not named. SourceSmallest AI, docs.smallest.ai Quick start and Using cookbooksread 2026-09-28 |
||
|
VapiPrebuilt Agents, Templates & Packs Cloneable example builds cover appointment scheduling, medical triage and scheduling, ecommerce order management, property management routing, lead qualification and multilingual support. Each does a different job, but the customer builds each one step by step instead of adopting a packaged agent. Model Intelligence presets are settings. SourceVapi, docs.vapi.ai (Guides)read 2026-09-27 |
||
| 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. |
||
|
Smallest AIModel Flexibility & Routing Developers set each agent's language model, and bring your own model connects any endpoint that implements the OpenAI chat completions API, including self hosted Ollama, vLLM and LM Studio servers, beside Smallest AI's own Electron model. The customer chooses the model. SourceSmallest AI, docs.smallest.ai Bring your own modelread 2026-09-28 |
||
|
VapiModel Flexibility & Routing Each assistant's transcriber, model and voice can be swapped for any supported provider. Customers can use their own provider keys, Azure OpenAI and Bedrock credentials, or their own server acting as the LLM. Transcriber and voice fallback plans switch providers automatically on failure. SourceVapi, docs.vapi.ai (Core Models, Provider Keys, Custom LLM, fallback configuration)read 2026-09-27 |
||
|
APIs, SDKs & MCP Extensibility Composability layer: stable APIs, SDKs, MCP tool consumption/serving, custom tools, and integration into internal systems. |
||
|
Smallest AIAPIs, SDKs & MCP Extensibility An Atoms MCP server exposes tools that create, configure, duplicate and archive agents, manage their tools and playbooks, and create, start and pause campaigns, with drafts published to go live. Campaigns can also be created over the API, and REST, WebSocket and mobile SDKs are available beside it. SourceSmallest AI, docs.smallest.ai Atoms MCP available tools and Campaigns pageread 2026-09-28 |
||
|
VapiAPIs, SDKs & MCP Extensibility The API covers assistants, squads, calls, chats, campaigns, sessions and phone numbers, with server SDKs, a Web SDK and a CLI beside it. The Vapi MCP Server at mcp.vapi.ai, authenticated by bearer token, manages assistants, phone numbers and calls from any MCP client. SourceVapi, docs.vapi.ai (API reference, Vapi MCP Server)read 2026-09-27 |
||
|
Testing, Debugging & Optimization Testing, debugging, scoring, retries, fallbacks, quality gates, and optimization loops for improving agent workflows before and after deployment. |
||
|
Smallest AITesting, Debugging & Optimization Agents are tried by hand through web calls, telephony calls and chat before going live, agents can be duplicated to make variants, and post call analytics extract a summary and disposition with reasoning per call. There are no scored test cases, simulations or quality gates. SourceSmallest AI, docs.smallest.ai Evaluations and Call metrics pagesread 2026-09-28 |
||
|
VapiTesting, Debugging & Optimization Evals test assistants and squads with mock conversations, using exact, regex or AI judged checks and tool call checks, and return pass or fail. Simulations run full conversations against AI testers with success criteria and tool mocks, and the testing guides set a release and regression cadence. SourceVapi, docs.vapi.ai (Evals quickstart, Simulations overview, Run and maintain tests)read 2026-09-27 |
||
| Specialist automation | ||
|
Browser & Computer Use Browser, desktop, or remote/local computer control for workflows that cannot be handled through stable APIs alone. |
||
|
Smallest AIBrowser & Computer Use Agents act through API call tools, webhooks and telephony, with no browser, desktop or computer control. SourceSmallest AI, docs.smallest.ai Atoms pagesread 2026-09-28 |
||
|
VapiBrowser & Computer Use Browser, desktop and computer control are not described. IVR navigation presses DTMF keys to walk a phone menu on a telephone keypad, not a screen. Web SDK client side tools trigger side effects in the customer's own web app, which is the product running in a browser. SourceVapi, docs.vapi.ai (llms.txt, IVR Navigation, Client-side tools)read 2026-09-27 |
||
Pricing snapshot
Sourced from the Index pricing dataset · open each vendor's profile for full detail.
| Pricing | S Smallest AI |
V Vapi |
|---|---|---|
|
Entry price Lowest public entry point |
Pay as you go from $0.05 a minute ($0.09 to $0.21 depending on models), plus $0.01 a minute hosting. New accounts get $10 in free credits. | $0.05 a minute hosting fee plus provider costs, usage based. Success packages from $29 a month. |
|
Pricing confidence How public the numbers are |
Public, exact | Public, exact |
|
Billing Primary billing axis |
Per agent minute by model choice, plus a per minute hosting fee. | Usage, billed per call minute and prepaid. |
|
Variable cost Workload / overage exposure |
High variable cost | High variable cost |
|
Free tier / trial Try before you buy |
Free tier
|
Free tierTrial
|
|
Buying motion Self-serve vs sales call |
Mixed | Mixed |
More comparisons with Smallest AI or Vapi
Other matchups in voice agents
Not the pairing you were after? These compare a different set of voice agents on the same 14 capabilities.