Ada vs Parloa (2026)

Ada Computer gives the agent API tools that read and write in the customer's systems, code tools for logic such as refunds and eligibility, and MCP tools found by connecting any server by URL. Named integrations include Salesforce, Zendesk, ServiceNow, Genesys, Amazon Connect, Twilio Flex, Freshworks and Aircall, with handoff integrations into those contact center stacks.

Sourceada.cx/platformread 2026-09-29

Named integrations cover Avaya, Five9, Genesys, Microsoft Dynamics, NICE, Salesforce, ServiceNow, SAP, Twilio, Verint and Zendesk. REST APIs and MCP plug the agents into any other system. Parloa also offers one click enterprise connectors, preconfigured agent skills and agents with access to any system. It claims write back through those connections but does not walk through it step by step. The AMP documentation at docs.amp.parloa.com sits behind a login.

Sourceparloa.com/platform/integrationsread 2026-09-30

Playbooks let the agent follow multi-step SOPs using real-time data, breaking complex journeys into focused steps. The agent answers off-script questions from approved knowledge, returns to the right step, and moves to another workflow or a handoff with context. Processes add block-based flows, and the Conversation View traces each Playbook step.

Sourceada.cx/platformread 2026-09-29

Specialized, task focused agents work together across complex workflows, built from prebuilt blocks for routing, knowledge and payments. Agent composition adapts one agent across regions, languages and channels. Teams move agents between staging and production. Parloa describes no branching or conditional logic.

Sourceparloa.com/platform/designread 2026-09-30

Work starts when a company's customers arrive on voice, email, chat, messenger, WhatsApp, SMS, Instagram, in-app and custom channels. Ada also offers Proactive Outreach for messaging, and conversation start events trigger Playbooks.

Sourceada.cx/platformread 2026-09-29

Customers reach the agent across voice, chat, WhatsApp and Microsoft Teams in many languages. Parloa built its own telephony infrastructure for conversational AI instead of bolting voice onto a chatbot. It owns the audio pipeline and SIP connectivity, so inbound calls arrive from the customer's existing estate. Voice is the primary channel for its insurer, bank and retailer customers, not an add on.

Sourceparloa.com/knowledge-hub/parloa-faqsread 2026-09-05

A unified intelligence layer grounds the agent in shared customer context, business logic and policies, including knowledge bases and SOPs, managed in one place across channels. The Reasoning Engine retrieves knowledge in its original language and answers in 60 languages, and each conversation trace shows which Knowledge articles were used.

Sourceada.cx/platformread 2026-09-29

Agents are grounded in the company knowledge, policies and tasks a team briefs them with, and runtime guardrails constrain answers to reduce hallucination. Parloa describes no index, embeddings layer, retrieval architecture, refresh behavior or source level citation.

Sourceparloa.com/knowledge-hub/parloa-faqsread 2026-09-05

The platform keeps customer identity, context and conversation continuity across channels, returns to the correct Playbook step when earlier information is corrected, and carries context into a human handoff. Conversation identifiers and persistence are supported. The agent does not write its own memory across conversations with a scope, lifetime and a way to review or delete it.

Sourceada.cxread 2026-09-29

Agents are briefed with knowledge, policies and tasks and act on real time customer data pulled from CRM and ERP systems at the moment of the call. That is retrieval from the customer's own systems, not state the agent keeps between conversations. Personalization that deepens over time describes the platform improving. Parloa describes no memory layer and nothing a customer can scope or delete.

Sourceparloa.com/knowledge-hub/parloa-faqsread 2026-09-05

API tools are restricted by default to the Processes and Playbooks that call them, can be limited to certain users by rules on collected variables, and act in the customer's systems under the customer's controls. Conversations hand off to human agents with context. There is no step where a person approves an agent action before it runs.

Sourcedocs.ada.cx/docs/automation/tools/api-tools/api-tool-controlread 2026-09-29

Per agent safety controls block harmful content, detect jailbreak attempts and restrict off topic conversations. Topic enforcement defines what each agent can and cannot discuss, and there are role based permissions. Agents escalate to human agents with full context through a Transcripts API. The customer controls these constraints and the handover, but Parloa describes no step where a person approves an agent action before it commits. Its governance approvals apply to configuration changes.

Sourceparloa.com/platform/secureread 2026-09-30

The trust center at security.ada.cx publishes SOC 2 Type 2 and SOC 3 reports with named observation periods, plus HIPAA. Ada also holds AIUC 1 certification, with independent penetration testing at the infrastructure and AI model layers, and has zero data retention with LLM providers. Customers get SSO for team access and an Audit log of every configuration change with actor, entity and interface, exportable through an Audit Log API and webhook. The RBAC and MFA named in the privacy policy are Ada's own internal controls.

Sourceada.cx trust center, platform/trust and docs; security.ada.cxread 2026-09-29

A live SafeBase trust center covers Parloa's compliance and access controls. Its certifications and frameworks include ISO/IEC 27001:2022, ISO 17442:2020, SOC 2 Type 1 and Type 2, PCI DSS and HIPAA, GDPR and DORA, along with an EU AI Act statement. Customers can request the SOC 2 Type 1 and Type 2 reports, the PCI DSS attestation of compliance, a HIPAA report and penetration test reports.

Product security includes role based access control, multifactor authentication and SSO support, with access monitoring, automated account management and an access control policy alongside. Data privacy carries a named Data Protection Officer, a DPA and technical and organizational measures, and the subprocessor list names Twilio, Datadog, Brevo, MongoDB and Microsoft. Parloa also publishes a legal assessment that BSI C5:2020 does not apply to its services, while its cloud vendors hold valid C5:2020 certifications.

Sourcetrust.parloa.comread 2026-09-05

The Conversation View gives a complete trace of the steps the AI Agent took in each conversation and the resources it used (Coaching, Knowledge, Actions, Playbooks). Rows for each tool show API response times, each step has a details pane, and each conversation gets an Automated Resolution assessment. The Audit log separately records every configuration change with actor, entity and interface, exposed through an Audit Log API and webhook.

Sourcedocs.ada.cx/docs/optimization/conversationsread 2026-09-29

Governance covers the agent lifecycle, with versioning, approvals and deployments recorded in audit trails, plus performance dashboards, sentiment tracking and continuous monitoring after launch. Access is monitored as well. Teams can see which version of an agent was live, who changed it and how the conversation performed. Parloa describes no record of what the agent did step by step within a call, such as a decision trace for each action, a tool call log or a retrieval record.

Sourceparloa.com/knowledge-hub/parloa-faqsread 2026-09-05

The platform is hosted on AWS in regions including the United States, Canada, Ireland and Germany, and the enterprise agreement sets data residency options, retention schedules and deletion rights. No self host, VPC or on premises deployment is offered.

Sourceada.cx privacy policy and platform/trustread 2026-08-30

Hosting is disclosed only as Major Cloud Provider in the trust center's risk profile, and the platform runs as a managed service on Microsoft Azure. No hosting region is published, and Parloa names no region menu, residency commitment, VPC, single tenant or on premises option. The cloud vendors Parloa uses hold valid BSI C5:2020 certifications, which covers the underlying infrastructure, not a location the customer selects. The Data Processing Agreement and the technical and organizational measures document sit behind an access request.

Sourcetrust.parloa.comread 2026-09-05

Vertical Playbooks ship as a dedicated product on their own subdomain, playbooks.ada.cx, as packaged multi-step SOPs that customers adopt into their agent. The named verticals are ecommerce, financial services, gaming, health insurance, property and casualty insurance, SaaS and travel, though which of them ship today is not confirmed.

Sourceplaybooks.ada.cxread 2026-09-29

Teams brief an agent in natural language with their own knowledge, policies, tasks and integrations in a low code builder. Prebuilt integrations to Salesforce, Genesys, NICE, SAP and other systems connect it. Parloa describes no prebuilt agent, template gallery or marketplace of packaged agents for the customer to browse and select. In Parloa's own framing, every agent is briefed from scratch against the customer's material.

Sourceparloa.com/knowledge-hub/parloa-faqsread 2026-09-05

Ada orchestrates multiple LLMs behind its Reasoning Engine to understand, act and resolve, so several models are in play. Ada handles selection and routing itself, and customers cannot choose a model.

Sourceada.cxread 2026-09-29

The customer gets no model selection, routing or bring your own model control, and Parloa names no model provider. The subprocessor list runs Twilio for telephony, Datadog for logging, Brevo for email, MongoDB for data and Microsoft, and none of them is named as a model provider. Parloa evaluates models before deploying them, so it chooses the model on the customer's behalf.

Sourcetrust.parloa.comread 2026-09-05

Developers get a public reference at docs.ada.cx for the Conversations API, which embeds the agent in custom channels, and for the Variables, Tools, Data Export and Audit Log APIs with webhooks. SDKs sit alongside, as does Ada's own MCP server, with getting-started guides for Claude, ChatGPT, Codex, Gemini CLI and Google ADK, an authentication guide and a tools list covering test cases, test runs, coaching and knowledge search.

Sourcedocs.ada.cx/llms.txtread 2026-09-29

The backend API connections run outward into the customer's CRM, ERP and contact center systems. Teams configure agents in a low code builder, which is a console for building agents, not a way to extend the platform. Parloa publishes no public API reference, SDK, developer documentation site or MCP server for the platform itself.

Sourceparloa.com/knowledge-hub/parloa-faqsread 2026-09-05

Simulations run a library of up to 1,000 test cases as multi-turn conversations in bulk, up to 3,000 a day, and evaluate the agent's simulated responses against expected outcomes the customer defines. They serve regression testing, compliance audits and deployment readiness, alongside Interactive Testing and Coaching. Test cases and runs are also exposed as tools on Ada's MCP server.

Sourcedocs.ada.cx/docs/optimization/testing/simulationsread 2026-09-29

Teams battle test an agent against thousands of simulated multi turn conversations before it reaches a customer, with edge case validation and regression tests run over both real and simulated data. Scoring combines deterministic rules with a language model acting as judge. The same testing runs after launch as well as before it, so a change is exercised and scored on the release path and the agent is measured continuously once live. Teams test their own agents and can read the results.

Sourceparloa.com/knowledge-hub/parloa-faqsread 2026-09-05

The agent acts in backend systems through Ada Computer, which despite its name is a tool layer of API tools, code tools and MCP tools, not a way to operate a browser or desktop. Browser control and computer use are not described.

Sourceada.cx/platformread 2026-09-29

The agents act through telephony and through integrations into CRM, ERP and contact center systems, accessing and acting on real time data programmatically. Parloa describes no browser control, hosted session, virtual desktop or remote computer control.

Sourceparloa.com/knowledge-hub/parloa-faqsread 2026-09-05