Small sellers on Instagram, WhatsApp and independent shops often negotiate, but most buyers never ask because it feels awkward or rude. Sofía in Bogotá wants a handmade leather bag for COP 380,000 and a ceramic lamp from Oaxaca, and she would never think to ask for a better deal. Across a year, those unasked questions add up to real money.
What exists and what is new
Closest: Nibble (seller-side bargaining bots) and coupon finders like Honey. Nibble works for the shop and lives on the shop's site; coupon finders only apply codes that already exist. New: a buyer-side agent that writes one polite, honest ask in the seller's language and sends it through the seller's own chat or email, only with your approval, and never asks the same seller twice.
The data it runs on
Seller product pages, contact pages and chat links (Instagram, WhatsApp Business, shop email), the seller's stated policies, and the replies that come back. Your cart, your approval decisions and the outcomes train which kind of ask works best for each seller type.
1. The mission
Make asking normal and kind. Buyers save money without awkwardness, and small sellers get respectful requests that turn into loyal customers instead of haggling or silence.
2. Why people can't resist it
No awkwardness. Someone else finds the words. You just tap approve.
Small wins feel big. A "yes, 10 percent off" reply is a little jackpot, and the coin jar keeps filling.
You stay a nice person. Strict tone rules mean you never sound pushy, so you can ask without guilt.
3. How it works for real
Read the seller: paste or share a product link. A fast cheap model (Gemini Flash or DeepSeek via OpenRouter) reads the page, price, shipping, contact options and any "prices are final" policy.
Choose the ask: rules plus history pick discount, bundle or free shipping. If the seller says prices are fixed, it suggests not asking.
Write it: a frontier LLM (Claude or GPT) drafts one message in the seller's language and regional register (Colombian or Mexican Spanish here), then a tone checker blocks pressure, false claims and threats.
Send with approval: the message goes through the user's own Instagram, WhatsApp or email, via official share links or connected accounts, only after a tap. Never automated follow-ups.
Track replies: replies are read and classified (yes, partial, no), suggested responses are drafted, and savings are logged. Optional checkout in USDC on Base with a smart wallet for sellers who accept it, via x402-style payment links.
4. Cost per use
Page read: about $0.002. Draft plus tone check: about $0.01. Reply classification: under $0.001. One full ask costs about $0.015.
Free: 5 asks per month. Paid: $2.99 per month for unlimited asks and the savings report, or a 10 percent share of savings over COP 50,000 (or equivalent), capped. Sellers get a free dashboard; a paid seller plan adds auto-replies and repeat-buyer offers.
5. Growth loop
Each saving creates a share card ("I saved COP 38,000 by asking nicely"). Sellers who receive kind asks see "Sent with Ask First" and many join the seller side to answer faster, then recommend it to their customers. Every Friday the savings ledger re-checks your watchlist and re-asks sellers when a saved item goes on offer, so the yearly total keeps climbing and gives you a reason to open the app each week.
6. Risks and guardrails
Honesty: never invents competitor prices, budgets or urgency. Edited drafts are re-checked before sending.
Pressure: one ask per seller per item, no follow-ups, no review threats, polite exits always included.
Impersonation: messages are sent from the user's own account, only after approval, and say who is asking.
Platform rules: uses official share links and APIs; no mass messaging, rate limits per account.
7. MVP build order
Paste a product link, read price and contact options.
Draft one ask in the seller's language with a tone checker.
Send via WhatsApp and Instagram share links after approval.