Fallom vs Peekaboo

Side-by-side comparison to help you choose the right AI tool.

See every LLM call in real time for effortless AI agent tracking, analysis, and compliance.

Last updated: February 28, 2026

Elevate your brand's visibility in AI search by effortlessly tracking mentions and optimizing your online presence with.

Last updated: March 1, 2026

Visual Comparison

Fallom

Fallom screenshot

Peekaboo

Peekaboo screenshot

Feature Comparison

Fallom

Real-Time LLM Call Tracing

See every interaction as it happens with a live, queryable trace table. Drill down into individual calls to inspect the exact prompt, model response, tool calls with arguments, token usage, latency, and per-call cost. This granular visibility is the foundation for debugging complex agent failures and understanding exactly what your AI is doing in production, turning opaque processes into transparent, actionable data.

Granular Cost Attribution & Analytics

Move beyond vague cloud bills. Fallom automatically breaks down your AI spend by model, user, team, session, or even specific customer. Visual dashboards show you exactly where every dollar is going—whether it's GPT-4o, Claude, or Gemini—enabling precise budgeting, showback/chargeback, and data-driven decisions to optimize for cost-performance without sacrificing quality.

Enterprise Compliance & Audit Trails

Built for regulated industries, Fallom provides immutable, complete audit trails of all AI activity. It logs inputs, outputs, model versions, and user consent, directly supporting requirements for GDPR, the EU AI Act, and SOC 2. Features like configurable privacy mode allow you to redact sensitive data while maintaining full telemetry, ensuring you can deploy AI with confidence.

Advanced Workflow Debugging Tools

Debug complex, multi-step agentic workflows with ease. The timing waterfall visualization breaks down latency across LLM calls and tool executions to pinpoint bottlenecks. Simultaneously, full tool call visibility lets you inspect every function call, its arguments, and returned results, making it simple to identify logic errors or external API failures in intricate chains.

Peekaboo

AI Monitoring Dashboard

Peekaboo's AI Monitoring Dashboard provides a real-time overview of where and how your brand is mentioned across various AI platforms. This feature allows you to easily track your visibility and understand the context of each mention, giving you the insights needed to make informed marketing decisions.

Prompt Tracking

With the Prompt Tracking feature, users can select specific prompts to monitor, allowing them to see when and how AI models reference their brand. This targeted approach helps you focus on the most relevant conversations, ensuring you never miss an opportunity to engage with potential customers.

Competitive Analysis

Peekaboo enables brands to conduct comprehensive competitive analysis by comparing their visibility against industry rivals. This feature helps you identify gaps in your strategy and discover opportunities for improvement, ensuring you stay ahead in the competitive landscape of AI-generated content.

Data-Driven Insights

The platform offers powerful data-driven insights that help businesses understand their performance metrics over time. By analyzing trends and patterns, you can refine your strategies and optimize your presence across various channels, turning insights into actionable outcomes.

Use Cases

Fallom

Optimizing AI Agent Performance & Reliability

Engineering teams use Fallom to monitor live AI agents handling customer support, data analysis, or booking tasks. By analyzing latency waterfalls and tool call success rates, they can quickly identify and fix performance bottlenecks, reduce error rates, and ensure a reliable user experience, leading to higher customer satisfaction and trust in their AI products.

Controlling and Forecasting AI Operational Costs

Finance and engineering leaders leverage Fallom's cost attribution dashboards to gain full transparency into unpredictable AI spending. They track costs per project, team, or feature, forecast budgets accurately, implement chargebacks, and identify opportunities to switch models for less expensive calls without impacting output quality, directly improving unit economics.

Ensuring Regulatory Compliance for AI Deployments

Legal and compliance teams in healthcare, finance, and enterprise software rely on Fallom to generate the necessary audit trails for AI governance. The platform logs all required data—prompts, responses, model versions, and user consent—providing a verifiable record to demonstrate adherence to GDPR, AI Act, and internal policy requirements during audits.

Improving AI Products with Data-Driven Insights

Product managers and developers use Fallom's session tracking and customer analytics to understand how users interact with AI features. They identify power users, analyze common query patterns, and A/B test different prompts or models using the integrated prompt store and traffic splitting, using real data to iterate and improve product offerings.

Peekaboo

Marketing Agencies

Marketing agencies can utilize Peekaboo to track their clients' brand mentions in AI platforms, providing them with valuable insights that enhance client reporting and optimize marketing strategies for better results.

Brand Managers

Brand managers can leverage Peekaboo to monitor their brand's visibility and understand how it is perceived in AI-generated content. This information is crucial for managing brand reputation and ensuring a positive online presence.

Content Creators

Content creators can use Peekaboo to analyze how their content is being referenced across AI platforms. This enables them to adjust their content strategies based on real-time feedback from AI conversations, leading to more engaging and relevant content.

Business Analysts

Business analysts can benefit from Peekaboo's data-driven insights to identify market trends and consumer behavior. By understanding how brands are mentioned in AI responses, they can provide actionable recommendations for business growth and strategy optimization.

Overview

About Fallom

Fallom is the AI-native observability platform that's taking the industry by storm, built from the ground up for the era of Large Language Models (LLMs) and autonomous agents. It solves the critical "black box" problem for engineering and product teams deploying AI in production. While traditional monitoring tools fall short, Fallom provides granular, end-to-end visibility into every single LLM call, tool invocation, and multi-step workflow. Imagine seeing a real-time dashboard of every AI interaction—prompts, outputs, tokens, latency, and exact costs—allowing you to instantly debug a failing agent, optimize a slow chain, or explain a cost spike. Trusted by fast-moving startups and global enterprises alike, Fallom is essential for anyone serious about building reliable, cost-effective, and compliant AI applications. Its unique value lies in unifying cost attribution, performance debugging, and compliance auditing into a single, OpenTelemetry-native platform that you can integrate in under five minutes, finally giving teams the control they need over their AI operations.

About Peekaboo

Peekaboo is the leading AI search visibility platform that empowers brands and agencies to monitor, analyze, and enhance their presence across various AI-driven platforms, including ChatGPT, Gemini, and Perplexity. In today's digital landscape where AI-generated content is rapidly gaining traction, understanding your brand's visibility in the realm of conversational AI is crucial for sustained business growth. Peekaboo offers actionable insights that enable companies to not only track their visibility metrics but also to optimize them, transforming AI mentions into measurable outcomes. Whether you are a marketing agency striving to improve your clients' performance or a brand aiming to boost your online footprint, Peekaboo equips you with essential tools to make data-driven decisions and strategically position yourself in the AI ecosystem. By leveraging Peekaboo, you can convert data into successful strategies, ensuring your brand stands out in an increasingly crowded digital marketplace.

Frequently Asked Questions

Fallom FAQ

How quickly can I integrate Fallom into my existing application?

Integration is famously quick. With the single, OpenTelemetry-native SDK, most teams are sending their first traces and seeing data in the Fallom dashboard in under 5 minutes. There's no need to rip and replace your existing infrastructure; it layers seamlessly on top of your current LLM calls and agent frameworks.

Does Fallom support all major LLM providers and frameworks?

Absolutely. Fallom is provider-agnostic and works with every major provider, including OpenAI (GPT), Anthropic (Claude), Google (Gemini), Cohere, and open-source models. It also integrates with popular agent frameworks like LangChain and LlamaIndex. The OpenTelemetry foundation ensures zero vendor lock-in.

How does Fallom handle sensitive or private user data?

Fallom is built with enterprise-grade privacy controls. You can enable "Privacy Mode" to disable full content capture, logging only metadata like token counts and latency. For more granular control, configurable redaction rules allow you to strip specific PII or sensitive keywords, ensuring compliance with strict data handling policies.

Can I use Fallom to A/B test different models or prompts?

Yes, Fallom includes first-class support for experimentation. You can split traffic between different models (like GPT-4o and Claude 3.5) or different versions of prompts stored in the Prompt Store. The dashboard then lets you compare their performance, cost, and quality metrics side-by-side to make informed, data-driven deployment decisions.

Peekaboo FAQ

What is Peekaboo?

Peekaboo is an AI search visibility platform designed to help brands and agencies monitor, analyze, and optimize their presence across various AI platforms, enhancing their online visibility and engagement.

How does the Prompt Tracking feature work?

The Prompt Tracking feature allows users to select specific prompts they want to monitor. This enables you to see when and how AI models mention your brand, providing insights into relevant conversations and opportunities.

Can I get a free report of my brand's visibility?

Yes, Peekaboo offers a free AI visibility report. You can enter your website URL to receive a comprehensive analysis of your brand's presence across AI platforms without any credit card or sign-up requirements.

Who can benefit from using Peekaboo?

Peekaboo is suitable for a wide range of users, including marketing agencies, brand managers, content creators, and business analysts, all of whom can leverage the platform's insights to optimize their strategies and enhance visibility.

Alternatives

Fallom Alternatives

Fallom is a leading AI-native observability platform in the development category, built specifically for monitoring and managing LLM and AI agent workloads in production. It gives teams deep visibility into every prompt, response, and tool call, which is crucial for debugging and cost control. Users often explore alternatives for various reasons, such as budget constraints, the need for different feature sets, or integration with an existing tech stack. Some teams might prioritize simpler dashboards, while larger enterprises may require more extensive compliance frameworks or specific deployment options. When evaluating other solutions, focus on core capabilities: real-time tracing of LLM calls, detailed cost breakdowns, and robust compliance tools like audit trails. The ideal platform should integrate smoothly with your workflow, scale with your AI usage, and provide clear insights to optimize both performance and spending.

Peekaboo Alternatives

Peekaboo is a cutting-edge AI search visibility platform designed to help brands and agencies enhance their online presence by tracking and optimizing mentions across various AI platforms. With the increasing influence of AI-generated content, businesses frequently seek alternatives to Peekaboo due to factors such as pricing, specific feature sets, compatibility with existing platforms, or the need for different analytical capabilities. When exploring alternatives, users should consider essential aspects like real-time tracking, comprehensive analytics, user interface, and the level of customer support offered to ensure they find a solution that meets their unique needs.

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