impaction.ai: Analytics & Evaluation for LLM Chatbots
impaction.ai (Coxwave Align) is an analytics engine built to help teams monitor, analyze, and evaluate LLM-based conversational products in real time.
Overview
impaction.ai, powered by Coxwave Align, gives teams building AI chatbots a dedicated analytics layer purpose-built for conversational data. Rather than forcing product and data teams to retrofit traditional analytics tools onto chat logs, it captures user-chatbot interactions in real time and makes them searchable, explorable, and measurable at scale. The goal is simple: help organizations spot hallucinations, quality issues, and friction points before they erode user trust.
The platform combines a real-time conversational dashboard with natural language search, letting non-technical stakeholders query chat data as easily as asking a question. A built-in copilot assists with subjective data analysis—surfacing patterns and sentiment that are hard to quantify manually—while pre-built SDKs make it straightforward to pipe chatbot and user data into the system without heavy engineering lift. Add SOC II compliance and scalable infrastructure, and impaction.ai positions itself as an enterprise-ready solution for evaluating and continuously improving generative AI products.
From monitoring day-to-day interactions to validating chatbot performance after a model or prompt upgrade, impaction.ai turns raw conversational logs into auto-generated, prioritized action items. This makes it especially useful for teams that need to prove quality improvements, reduce hallucination rates, and justify product decisions with concrete data rather than anecdotes.
Capabilities & Features
- LLM analytics
- Conversational AI
- Chatbot analytics
- Data analysis
- AI evaluation
- Data security
- SOC II
- GDPR
- SDK
- Real-time data
Core Features
- Real-time conversational data dashboard
- Natural language search for chat data
- Copilot for subjective data analysis
- Pre-built SDKs for easy data linking
- SOC II compliant infrastructure
- Scalable data analysis across large conversation volumes
- Auto-generated actionable insights
Use Cases
- Monitoring live interactions between users and AI chatbots
- Identifying patterns in user-chatbot conversations to pinpoint improvement areas
- Evaluating chatbot responses to detect and reduce hallucinations
- Benchmarking chatbot quality before and after product or model upgrades
- Generating prioritized action items for product and AI teams
Best For
- Modern enterprises
- Generative AI companies
- AI chatbot builders
- Innovation Hub Leads
- CEOs
- CTOs
Pros
- •Real-time dashboard offers immediate visibility into chatbot performance
- •Natural language search makes data exploration accessible to non-technical users
- •Copilot assistance speeds up subjective, qualitative analysis
- •SOC II compliance supports enterprise security requirements
- •SDKs simplify integration without heavy engineering overhead
- •Scales to handle large volumes of conversational data
Cons
- •No public pricing information available, requiring direct contact for quotes
- •May require some technical setup for SDK integration despite ease-of-use claims
- •Primarily tailored to LLM/chatbot use cases, limiting applicability outside conversational AI
- •Effectiveness depends on quality and volume of data fed into the system
How to Use
1. Integrate the pre-built SDKs into your AI chatbot to start saving user and chatbot data in real time.
2. Use the diverse search toolkit and natural language queries to surface high-priority conversations and data cohorts.
3. Dive into specific data cohorts to analyze chatbot performance, user behavior, and potential failure points.
4. Leverage the copilot to assist with subjective analysis, such as tone, sentiment, or hallucination detection.
5. Review auto-generated action items and prioritize fixes or improvements.
6. Re-run evaluations after chatbot or model upgrades to confirm quality gains.
Frequently Asked Questions
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Pricing
Pricing details are not publicly listed, so prospective users will need to contact Coxwave Align directly for a custom quote based on their organization's needs.
Pricing data is provided as a summary. Visit the vendor website for full tier details.