
Hacker News
July 21, 20263 min read
Connect Excel, CSV, or Google Sheets, set a few response rules, and start using it right away. It answers from the real numbers and records in your tables, which helps cut down on wrong guidance and repetitive support work.
Please tell me about price changes for product code P001
Upload files or connect Google Sheets, then set your rules. Answers grounded in your data help reduce mistakes in day-to-day operations.
Focused on ROI Cut repetitive search and support time with row-level retrieval.
Trust and control Answers stay tied to your data, making them easier to check and less likely to drift into guesswork.
Fast time to value Upload data and deploy a widget in minutes with no heavy integration required.
Teams usually see improvement in these three areas.
Outcomes depend on your data and workflows.
Less repetitive work Fewer manual lookups Reduce time spent searching spreadsheets and answering repeated questions. Faster rollout Minutes to deploy Upload data, set policies, and embed a widget without heavy integration. Lower answer risk Rules and data Keep responses aligned with your policies and the underlying data. How It Works Register Excel, CSV, or Google Sheets and use them for queries and support right away
Import products, prices, inventory, and policies from Excel/CSV files or Google Sheets. Everything stays in its original table format, ready for AI to read.
Decide how your data should be queried and summarized. Set the tone and how evidence is shown to fit your business.
Semantic and keyword search combine to surface only the rows that matter. Answers come straight from real data rows, via widget or REST API.
Find, compare, and summarize tabular data accurately, then respond within your policies
Queries and judges based solely on structured data, providing reliable results while minimizing hallucinations.
Focused on Excel, CSV, and Google Sheets Connect structured data such as products, prices, inventory, and policies directly through Excel, CSV, or Google Sheets.
Precise data search by row Accurately queries, compares, and judges based on each data row, not document summaries.
Evidence-based AI that minimizes hallucinations Uses actual data rows as evidence rather than learned knowledge, and is designed to avoid adding information that isn't in your data.
Supports flowing business conversations, not just single requests.
AI that Remembers Conversations and Context Remembers previous requests and judgment criteria, so you can continue the conversation without re-explaining.
Response Policy Settings Configure tone, response methods, and safety rules to create AI responses that fit your business needs.
REST API & Chatbot Widget Easily integrate into your service and business workflow through API or web widget integration.
Three layout options for embedding the chatbot widget on your site.
A floating button appears in the bottom-right corner. Clicking the button opens the chat panel without disrupting the user's flow. Best for content-first environments such as general websites and landing pages.
Chat is shown as an overlay covering the entire screen. Other elements are minimized so the user can focus on chat. Ideal for support, onboarding, or focused conversation experiences.
The main content area is pushed to one side and the chat panel is fixed beside it. Particularly useful when explaining or guiding based on what the user is viewing. Optimized for desktop as an assistant layout: document reading, service guides, admin screen explanations, and similar use cases.
Adding it to your site or service is straightforward
We use cookies to improve your experience and for marketing. Read our cookie policy or manage cookies .
Read what's here, then head to the original whenever you're ready - never required.
Continue Reading on Hacker NewsGoogle Developers July 21, 2026