A/01
Possible signal
The goal
What is the learner trying to do? Keep the original intent visible when the conversation resumes.
Conversation continuity, for real work
The conversation shouldn’t start over.
Baatwise is exploring a multilingual follow-through copilot for small education and admissions counseling teams in India—so goals, preferences and next steps can carry forward between conversations.
INDEPENDENT PROJECT / Unincorporated / Customer discovery next
Thread / 001Sample journey · synthetic
01 / Goal
Explore data analytics courses.
GOAL CAPTURED02 / Preference
Weekends work best. Telugu preferred.
PREFERENCE NOTED03 / Next move
Confirm budget. Verify application date.
Human review stays in the loopNOT LIVE AI
A conversation, still in motion ↗
01Early evaluation build
02Synthetic website preview
03Listening to counselors next
01 / Click through the idea
A small case. A clearer next step.
This is a browser-only walkthrough using invented details and preset answers. It does not call Claude, transmit case text, or save data. The separate repository build is an evaluation prototype.
Explore the samplePRESET ANSWERS · NOT AI-GENERATED
Choose a prompt
All responses are fixed examples; nothing is generated or sent. This preview is not live model quality, an admissions recommendation, or a service for real learner cases.
02 / The problem we’re exploring
Useful details hide between touchpoints.
Education decisions unfold over time. A team may need to reconnect a learner’s goal, constraints and next commitment before the next reply. We’re testing whether a focused context brief could make that handoff easier.
A/02
Possible signal
The constraints
Schedule, language and budget can shape what is useful. Separate what was actually stated from what still needs checking.
A/03
Possible signal
The next step
Make the open question visible, draft a follow-up for review, and leave the decision and send action with the counselor.
These are product hypotheses to validate with counselors, not findings from customer research.
03 / Current state, plainly
The thesis is ahead of the product.
The public repository contains an early evaluation build, separate from the synthetic website preview. It uses Anthropic’s Claude API to turn de-identified case context into a counselor-reviewable brief and editable follow-up draft in English, Hindi or Telugu.
A Streamlit case workflow; no team workspace or durable learner records.
WhatsApp or CRM integrations, message sending, production safeguards or a deployed live model product.
Talk with small counseling teams, then test one narrow workflow using sample or explicitly consented data.
Correctness, traceability, ease of correction and any time saved need to be measured first.
04 / Why start in India
Many languages. One thread to carry forward.
Baatwise’s starting thesis is that smaller education and admissions teams may need a practical way to carry a learner’s goals and next steps across English and Indian languages, while keeping a person responsible for every recommendation and message.
BAATWISE IS A WORKING NAME FOR AN UNINCORPORATED EARLY-STAGE PROJECT. THE MARKET, NEED AND PRODUCT VALUE ARE NOT YET VALIDATED.
Help us find out if the problem is real.
We’d like to learn how counselors at small education or admissions teams in India manage follow-ups today.
Reach the founder: raghu@baatwise.in.net