NeuralisNeuralis
← All posts

What Happens When a Cocoa Question Needs a Human Answer?

A cocoa-sector partner can help test AgriVoice by naming one extension officer to receive uncertain cocoa questions, then supporting a two-week pilot with 20 to 50 Asante-Twi-speaking farmers. The pilot will measure whether reviewed voice answers are understood, whether farmers return in week two, and whether unanswered questions reach a responsible person quickly.

In April 1970, Apollo 13’s crew faced rising carbon dioxide in the lunar module while travelling home. At Mission Control in Houston, engineer Ed Smylie led a team that developed a way to adapt square command-module canisters for the lunar module’s round fittings using materials already aboard. NASA’s Apollo Flight Journal documents the problem and the procedure sent to the crew.

The lesson is practical: a system facing uncertainty needs a known route to a capable person. AgriVoice should never leave a farmer with a confident-sounding answer when the reviewed content does not fit the question.

A named officer makes escalation real

For this pilot, the cocoa-sector partner recruits the farmer cohort and names the extension officer who receives escalations. That person is the accountable owner of questions AgriVoice cannot safely answer, including unclear voice notes, questions outside the reviewed cocoa guidance, and chemical questions missing verified details.

This is especially important for pesticide guidance. AgriVoice will only select reviewed content. It does not create agronomy advice from scratch. Where dosage, re-entry intervals, pre-harvest intervals, or product details remain unverified, the question stays open for human follow-up. Cocoa pesticide advice: Why AgriVoice Stops When Dosage Details Are Missing explains why that pause protects farmers.

The extension officer’s role also gives the pilot a useful operational test. Can an uncertain question be received, understood, and resolved within one working day? If the queue has no owner, or questions sit unanswered, the workflow needs repair before anyone considers broader use.

What farmers will test over two weeks

Each participating farmer can send a voice question in Asante Twi through WhatsApp. AgriVoice transcribes the question, selects from reviewed answer blocks, returns a spoken response, or escalates the case.

The pilot does not assume that a response sent is a response understood. Farmers will be asked whether the voice answer made sense and whether it helped them decide what to do next. The target is that at least 80% report understanding the response. If the voice, wording, or pace regularly blocks comprehension, that is evidence to improve the experience before expansion.

Repeat use matters too. A first question can come from curiosity. A second question suggests the service earned enough trust to become useful. The pilot will look for at least 30% of activated farmers asking another question in the second week.

The team will also measure how often questions receive a reviewed answer or a correct escalation, with a target of at least 70%. A confident wrong answer is a failure. A clear handoff to the extension officer can be the safer and more helpful result.

The pilot has gates before farmer exposure

A farmer pilot starts only after the partner, officer, content, and channel are ready. The reviewed cocoa blocks need spoken Asante Twi translations from a farming-aware translator. A Ghanaian agronomist must clear, or continue to withhold, the chemical blocks. WhatsApp must complete a real end-to-end message. Staff must rehearse the full path without an unsafe answer.

Farmer speech also needs its own evaluation. Read speech in a controlled test does not prove that a short field voice note, possibly code-switched or recorded in background noise, will be understood. Before the pilot, the team will collect and transcribe real farmer questions with consent, then measure how the speech recognition performs on that material.

This is where a committed partner is most valuable. A pilot cohort offers more than participation. It provides the real language, seasonal concerns, and difficult questions that determine whether AgriVoice is genuinely useful.

Evidence decides what happens next

Apollo 13’s workaround mattered because the ground team could turn an urgent, constrained problem into a procedure the crew could carry out. AgriVoice needs the same discipline at a different scale: reviewed answers where the evidence supports them, a named person where it does not, and measurements that show whether the handoff works.

At the end of two weeks, the partner and Neuralis can review a simple scorecard: safe answers, comprehension, repeat use, response speed, latency, and cost per completed question. The result may support continuation, one tightly scoped improvement, or a decision to stop.

A cocoa-sector partner that can recruit 20 to 50 farmers and name the extension officer is invited to help test that evidence with us. The first useful result may be an answer. It may also be a well-routed question that reaches the right person before a farmer acts.

Neuralis

AgriVoice helps Asante-Twi-speaking cocoa farmers ask farming questions by voice and receive answers assembled only from agronomist-reviewed content, with human escalation when the system is unsure.

Try Neuralis

Comments

No comments yet.