AI visibility report
AI visibility report for Merge in Agent Authentication & Identity for AI.
Outside the top three on 18 of the 25 prompts buyers actually ask.
WorkOS is cited on 10 of those losses.
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Track Merge across these prompts daily.
Start free trialStill absent from 92.7% of tracked prompt responses
Top-3 citations across 150 prompt × platform pairs
Peer Ranking
Key Metrics
Platform Breakdown
Grok
Gemini Search
Perplexity
ChatGPT
Bing Copilot
Google AI ModeHow to read this. Merge appears in 7.3% of tracked prompt responses. Presence is absolute coverage; share of voice is relative citation share; sentiment measures tone only when the brand appears.
Where Merge is losing
Prompts where competitors are visible and Merge is not.
These prompt-level losses are the first prompts to track and repair.
Where Merge is winning3
What tools handle both human user auth and AI agent identity under a single platform with granular per-agent permissions?
Avg # 1.0 · 1 platform
What tools let me add delegated auth to AI agents without requiring each end user to re-authenticate for every tool call?
Avg # 2.0 · 2 platforms
Which platforms offer the smoothest workflow for testing and debugging agent auth flows during development?
Avg # 3.0 · 1 platform
Where Merge is losing5
Which agent auth platforms have the widest coverage of pre-built OAuth connectors for popular SaaS APIs?
Competitors on 5 platforms
Track this promptWhich agent auth platforms have the best developer experience for managing OAuth tokens, refresh flows, and scoped permissions?
Competitors on 5 platforms
Track this promptWhat tools do AI agent developers actually use day-to-day for handling user-delegated authentication across multiple integrations?
Competitors on 4 platforms
Track this promptWhich platforms make it easiest to set up secure auth for MCP servers without building custom OAuth flows from scratch?
Competitors on 3 platforms
Track this promptWhat's the quickest way to add OAuth authentication to AI agents that need to access third-party APIs on behalf of users?
Competitors on 3 platforms
Track this prompt
Track Merge daily before the next report refresh.
Track these gapsResearch dossierCapabilities, use cases, sources, reviews, pricing, and FAQ
Overview
Merge is a San Francisco-based integration infrastructure platform founded in 2020 by Shensi Ding and Gil Feig. It offers three core products: Merge Unified (a single API accessing 220+ integrations across HRIS, ATS, CRM, accounting, ticketing, file storage, knowledge base, and chat); Merge Agent Handler (a platform for giving AI agents secure, authenticated access to thousands of pre-built third-party tools with enterprise governance); and Merge Gateway (an LLM routing layer providing spend visibility and model optimization). Trusted by organizations including OpenAI, Perplexity, Mistral AI, Ramp, Dropbox, Drata, and Freshworks, Merge handles the full integration lifecycle—from authentication to maintenance—allowing product and engineering teams to focus on core development rather than connector plumbing. The platform is SOC 2 Type II, ISO 27001, HIPAA, and GDPR certified.
Merge is a developer infrastructure platform that provides unified API access to 220+ third-party integrations, a managed agentic tooling layer (Merge Agent Handler) for AI agents to securely authenticate and take actions across enterprise tools, and an LLM gateway (Merge Gateway) for intelligent model routing. It targets B2B SaaS companies and AI product teams who need to ship integrations fast without building or maintaining individual connectors.
Key Facts
- Founded
- 2020
- HQ
- San Francisco, CA, USA
- Founders
- Shensi Ding, Gil Feig
- Employees
- 100-200
- Funding
- $75M
- Customers
- 2,500+
- Status
- Private
Target users
Key Capabilities10
- Unified API providing a single integration point for 220+ third-party platforms across HRIS, ATS, CRM, accounting, ticketing, file storage, knowledge base, and chat
- Merge Agent Handler: secure, scoped agentic tool access with built-in authentication and credential management for AI agents
- Merge Gateway: intelligent LLM routing across all major model providers with spend visibility and governance
- Full integration lifecycle management: authentication, data normalization, rate limiting, pagination, and maintenance
- Integration Observability: real-time logs, automated issue detection, error resolution alerts, and customer-facing dashboards
- Embedded Merge Link: configurable UI component for end-user OAuth authorization flows
- Field Mapping and Remote Fields for non-standard and custom data access
- Enterprise security controls: field-level scopes, selective sync, audit trail, SAML SSO, and single-tenant options
- Connector Studio: import public MCP servers or build/modify connectors with AI assistance
- Model Context Protocol (MCP) support across the platform
Key Use Cases8
- Powering AI product data pipelines and RAG applications with continuously synced customer data
- Enabling AI agents to take authenticated actions in users' third-party systems (e.g., create tickets, update CRM records)
- Auto-provisioning user onboarding and permissions from real-time HRIS data
- Fueling enterprise search and knowledge base products with multi-platform data sync
- Reducing engineering costs by replacing custom per-integration builds with a single API
- Unblocking B2B sales by offering integration coverage as a product feature
- Financial data reconciliation (vendor payments, customer payments) across accounting platforms
- Internal agent deployment for employee productivity with governed tool access
Merge customer outcomes
10x faster integration delivery
Merge enabled Foxit's product team to add integrations 10x faster and saved engineers hundreds of hours annually by offloading integration maintenance.
Hundreds of engineering hours saved
Electric replaced a 2–3 sprint per-integration build cycle with a single Merge API integration, gaining access to dozens of HRIS integrations and saving hundreds of engineering hours.
~3x QoQ new business sales increase
Cledara attributed a roughly 3x quarter-over-quarter increase in new business sales in part to the integrations they added through Merge.
Less than one sprint to integrate, test, and release
Drata integrated, tested, and released Merge's Unified API with its React component in less than one engineering sprint, accelerating their compliance automation product's integration rollout.
Recent Trend
How AI describes Merge3
Merge Agent Handler : A strong contender for teams requiring specialized "tool-packs" and pre-built tool-call requirements, featuring a dedicated playground for testing agent authentication.
I'm evaluating agent auth tools for a multi-cloud setup — which ones support cross-environment policy enforcement and audit trails?
Best for: Lightweight agent runtimes with just‑in‑time permissions ### Merge — _Deep governance, moderate connector count_ Merge specializes in unified APIs (HRIS, ATS, CRM, ticketing).
Which agent auth platforms have the widest coverage of pre-built OAuth connectors for popular SaaS APIs?
Short answer: The best developer experience today for OAuth token management, automatic refresh, and scoped permissions in agentic systems comes from Composio, Nango, Arcade, Merge, and WorkOS AuthKit, each excelling for different use cases.
Which agent auth platforms have the best developer experience for managing OAuth tokens, refresh flows, and scoped permissions?
Most cited sources3
Alternatives in Agent Authentication & Identity for AI6
Merge positions itself as the all-in-one infrastructure layer for AI and B2B SaaS companies, differentiating through breadth (220+ integrations across 8 categories), a managed full-lifecycle approach (authentication, sync, maintenance, observability), and an expanding agentic layer (Agent Handler) that goes beyond data connectors to give AI agents secure, scoped, enterprise-governed access to third-party tools.
- Unlike point OAuth managers or narrow vertical APIs, Merge bundles unified data integration, agentic tooling, and LLM gateway routing under one platform.
- Its G2 Leader status, Fortune 500 and frontier LLM customer base (OpenAI, Perplexity, Mistral, Ramp, Dropbox), and Forbes recognition reinforce a premium, enterprise-grade brand narrative.
- Pricing starts meaningfully higher than open-source or usage-only alternatives, signaling an up-market focus.
Reviews
Praised
- Breadth of HRIS and ATS integrations
- Clear, detailed documentation
- Responsive and knowledgeable customer success team
- Significant engineering time savings vs. building in-house
- Reliable uptime and stable connector performance
- Non-technical teams can troubleshoot integrations without engineering
- Smooth onboarding and go-live support
- Unified data normalization via Common Models
Criticized
- High pricing for smaller companies or early-stage startups
- Enterprise features locked behind opaque contract-based pricing
- Batch sync model not suitable for real-time use cases
- Data stored on Merge servers raises residency concerns
- Bundled pricing model includes unwanted features
- Some ATS and CRM integrations require additional custom code
- Occasional slow initial data sync for new linked accounts
Merge earns strong ratings (4.7/5 on G2 across 244 reviews) and was named to G2's Fastest Growing Products for 2024. Reviewers consistently praise the breadth of HRIS and ATS coverage, quality of documentation, responsiveness of the customer success team, and the time savings from not having to build individual connectors. Common criticisms include pricing perceived as high for smaller teams, less depth in some integration categories (notably CRM and ATS edge cases), and the batch-sync model falling short for real-time requirements. The bundled pricing model has drawn some criticism for forcing customers to pay for features they may not need.
Pricing
Merge Unified has three tiers. Launch: first 3 linked production accounts free; $650/month for up to 10 total linked accounts; $65 per linked account thereafter; volume discounts available.
- Professional
contract-based pricing with custom fields, field-level scopes, customizable sync frequencies, 60-day sandbox access, and go-live support packages.
- Enterprise
contract-based with audit trail, uptime SLAs, dedicated account manager, unlimited sandboxes, and white-glove onboarding. Merge Agent Handler is free to start with consumption-based pricing after a free tier of tool calls, plus contract options. Merge Gateway pricing is available on a separate pricing page. Advanced features such as single-tenancy, self-hosted options, and enhanced deleted-data detection are available as add-ons.
Limitations
- Pricing starts at $650/month for the Launch tier (up to 10 linked accounts), which some reviewers cite as expensive for smaller companies or early-stage startups.
- Enterprise features (advanced scopes, audit trail, custom sync frequencies, uptime SLAs, dedicated account managers) require contract-based pricing with limited public transparency.
- Merge stores customer data on its servers, raising data residency concerns for privacy-first enterprises that prefer zero-storage architectures.
- Batch-based sync (daily on Launch tier) rather than real-time sync is a limitation for latency-sensitive use cases.
- Some users note data normalization can obscure raw underlying data, though a passthrough flag is available.
- Coverage depth can vary by integration, and some niche or regional platforms may require custom requests.
Frequently asked questions
Topic coverageCoverage by buyer topic
Topic Coverage
Prompt-Level Results
| Prompt | Gemini Search | Perplexity | ChatGPT | Bing Copilot | Google AI Mode | Grok |
|---|---|---|---|---|---|---|
Capability1/5 cited (20%) | ||||||
What tools let me enforce fine-grained, intent-based access policies for AI agents accessing enterprise systems? | ||||||
Which non-human identity platforms can govern AI agents alongside service accounts, API keys, and machine identities? | ||||||
Looking for an agent auth solution that supports agent-to-agent delegation and MCP server authentication — what should I evaluate? | ||||||
What tools handle both human user auth and AI agent identity under a single platform with granular per-agent permissions? | ||||||
Which platforms support ephemeral, task-scoped credentials for AI agents instead of static API keys? | ||||||
Developer Experience3/5 cited (60%) | ||||||
What tools do AI agent developers actually use day-to-day for handling user-delegated authentication across multiple integrations? | ||||||
I'm an ML engineer building agents — which auth platforms let me focus on agent logic instead of wrestling with OAuth plumbing? | ||||||
Which platforms offer the smoothest workflow for testing and debugging agent auth flows during development? | ||||||
Which agent auth platforms have the best developer experience for managing OAuth tokens, refresh flows, and scoped permissions? | ||||||
What agent identity tools have the best docs and SDKs for a small team building their first production AI agent? | ||||||
Integrations & Ecosystem2/5 cited (40%) | ||||||
What tools integrate natively with MCP and the major AI agent frameworks for handling auth in agentic workflows? | ||||||
I'm evaluating agent auth tools for a multi-cloud setup — which ones support cross-environment policy enforcement and audit trails? | ||||||
Looking for agent identity infrastructure that plugs into our existing identity provider — which platforms support federation? | ||||||
Which agent auth platforms have the widest coverage of pre-built OAuth connectors for popular SaaS APIs? | ||||||
Which platforms let AI agents securely access both cloud SaaS tools and on-prem internal systems through one auth layer? | ||||||
Performance & Reliability1/5 cited (20%) | ||||||
Which platforms handle automatic token refresh and rotation reliably enough for production AI agent workloads? | ||||||
Which agent auth platforms add the least latency overhead to tool calls when agents need to authenticate in real time? | ||||||
What auth infrastructure holds up when thousands of AI agents are making concurrent authenticated API calls? | ||||||
What are the most battle-tested platforms for securing AI agents in regulated industries like fintech or healthcare? | ||||||
I need agent auth that works at the edge with sub-100ms enforcement — which platforms support distributed authorization? | ||||||
Setup & First Run2/5 cited (40%) | ||||||
I'm building an AI agent that needs to connect to a dozen SaaS tools securely — what auth infrastructure should I start with? | ||||||
Which platforms make it easiest to set up secure auth for MCP servers without building custom OAuth flows from scratch? | ||||||
What's the quickest way to add OAuth authentication to AI agents that need to access third-party APIs on behalf of users? | ||||||
What tools let me add delegated auth to AI agents without requiring each end user to re-authenticate for every tool call? | ||||||
Looking for a drop-in SDK to handle agent-to-API authentication in a TypeScript codebase — what are my options? | ||||||
Turn this matrix into daily prompt monitoring.
Track prompt changesVertical Ranking
| # | Brand | PresencePres. | Share of VoiceSoV | DocsDocs | BlogBlog | MentionsMent. | Avg PosPos | Sentiment |
|---|---|---|---|---|---|---|---|---|
| 1 | Auth0 | 19.3% | 15.8% | 2.7% | 8.7% | 14.0% | #13.3 | +0.42 |
| 2 | WorkOS | 17.3% | 17.2% | 0.0% | 17.3% | 16.0% | #13.6 | +0.44 |
| 3 | Stytch | 16.0% | 16.5% | 3.3% | 14.7% | 14.0% | #12.4 | +0.44 |
| 4 | Composio | 13.3% | 15.8% | 1.3% | 0.0% | 10.0% | #17.6 | +0.34 |
| 5 | Nango | 10.0% | 15.8% | 0.0% | 9.3% | 8.7% | #11.1 | +0.44 |
| 6 | Arcade.dev | 8.7% | 7.4% | 0.0% | 8.0% | 6.0% | #20.9 | +0.39 |
| 7 | Merge | 7.3% | 4.7% | 0.7% | 6.7% | 5.3% | #8.6 | +0.30 |
| 8 | Descope | 7.3% | 6.4% | 0.7% | 5.3% | 6.0% | #11.2 | +0.44 |
| 9 | Better Auth | 0.7% | 0.3% | 0.7% | 0.0% | 0.7% | #7.0 | +0.90 |
| 10 | Astrix Security | 0.0% | 0.0% | 0.0% | 0.0% | 0.0% | — | — |
| 11 | Keycard.ai | 0.0% | 0.0% | 0.0% | 0.0% | 0.0% | — | — |
| 12 | Oasis Security | 0.0% | 0.0% | 0.0% | 0.0% | 0.0% | — | — |
| 13 | Operant AI | 0.0% | 0.0% | 0.0% | 0.0% | 0.0% | — | — |
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