No proof it happened
A form on paper or a phone tells you nothing about whether the voter was real, or whether the agent filled it in at home.
Investor presentation · November 2026
Every voter’s voice,
verified and understood.
An AI platform that turns election survey interviews into proven, readable intelligence. Built first for Andhra Pradesh’s 175 seats, ready for every Indian language after.
- 175constituencies at launch
- 100%of interviews verified
- 97%margin on each interview fee
→ or scroll to begin ·
The problem
Election surveys are expensive, slow and impossible to verify.
Weeks to read answers
The most useful answers are spoken: “why will you vote this way?” People read and tag them by hand, one by one.
Numbers nobody trusts
Without evidence or a method note, every survey is questioned for bias, by the client and by the public.
More data is collected every year. Less of it can be trusted.
The size of the pain
One survey round in one state costs about ₹70 lakh in fieldwork.
₹70 lakh
spent on a single round, before anyone has read a single answer
Seats surveyed175
Interviews in each seat200
Interviews in the round35,000
Fieldwork cost per interview₹200
Fieldwork for one round₹70 lakh
Parties run 3–6 rounds before a state election.
Why now
There is always an election coming, and AI can finally understand Telugu.
- 20277 statesUttar Pradesh, Punjab, Gujarat, Goa and more
- 20289 statesTelangana, Karnataka, Rajasthan, Madhya Pradesh and more
- 2029Lok Sabha + 8543 seats, plus Andhra Pradesh, Maharashtra, Odisha and more
- 20302 statesBihar and Delhi
- 20315 statesTamil Nadu, West Bengal, Kerala, Assam, Puducherry
Demand never stops
Each state votes on its own five-year clock. Every election needs several paid survey rounds in the year before it.
The technology just arrived
Speech AI for Indian languages became accurate and cheap enough in the last two years to process every interview.
The solution
One platform that hears, verifies, understands and answers.
- Hear
Field agents record short voice answers on an offline Android app, in Telugu.
- Verify
Nine automatic checks prove each interview was real: location, time, voice, length.
- Understand
Our speech engine writes down every word and scores the mood on each issue and leader.
- Answer
Clients see live maps and ask questions in plain language. Every answer shows its evidence.
From guesswork to evidence, with the voter’s own words behind every number.
How it works
From a doorstep to a dashboard in about 90 seconds.
- 01
Plan
An admin picks seats, booths and quotas that mirror each seat by age, gender and area.
- 02
Collect
Answers are tapped; only 3–4 open answers are recorded. Works with no network.
- 03
Sync
The interview waits encrypted on the phone and uploads to servers in India when signal returns.
- 04
Verify
Geo-fence, fake-GPS, duration and same-voice checks. Doubtful ones go to a supervisor.
- 05
Understand
Telugu speech becomes text, then a score per issue and leader, with the best quote.
- 06
Answer
Dashboards update; reports download as PDF; the AI analyst answers with margins and quotes.
The product
Three apps, one secure system.
Field App
Offline Android app for agents. Consent, tap answers, voice, GPS, secret-ballot screen.
Command Center
For supervisors and analysts. Live agent tracking, verification queue, maps, round-on-round.
Client Portal
For the paying client, on laptop or phone. Results, reports and the AI analyst.
Value for customers
A client saves about ₹12 lakh on every round.
The money a client loses today to fake interviews and manual reading, against what our platform charges.
Fake or careless interviews caught10% of fieldwork paid for₹7 lakh
Manual reading and tagging removed3 open answers × ₹7.50 each₹7.9 lakh
Our fee for the round35,000 interviews × ₹7.50− ₹2.6 lakh
Client saves per round₹12.2 lakh
First year, after setup and support fees₹19 lakh
Every year after₹37 lakh
Try your own numbers
And results arrive in hours, not weeks, with a voice clip behind every number.
Who pays
Four kinds of buyer already spend on surveys.
Political parties
Their own surveys, seat by seat, round after round.
Polling agencies
Proof behind every interview they sell.
TV and news media
Polls and trackers they can stand behind on air.
Consultancies
Ground truth for campaigns and candidates.
Beyond elections, the same platform runs any spoken survey:
- Government scheme feedback
- Market and consumer research
- Research institutes and NGOs
- PR and communications firms
Market size
Start in Andhra Pradesh. Grow to 1,581 seats.
Each step reuses the same platform. Figures are per buyer, at 200 interviews a seat, 4 rounds a year and ₹7.50 an interview.
- 175Andhra Pradesh₹10.5 lakh / yr
- 294+ Telangana—
- 518+ Karnataka—
- 1,038+ MP, Rajasthan, Chhattisgarh—
- 1,581+ Lok Sabha—
Interview fees only, for one buyer. Setup and support fees come on top, and each state has many buyers.
Business model
Three ways we earn from every client.
Pick a preset or type any amount. Every slide that follows recalculates.
01 · Once per client
Setup fee
Configures the platform for the client’s state, seats, questionnaire and team.
02 · Every round
Fee per verified interview
Charged only for interviews that pass verification. Grows with every round and seat.
03 · Every month
Support retainer
Updates, new questionnaires each round, prompt tuning and help during survey weeks.
Clients already pay ₹100–500 per interview for fieldwork. Our fee is a small add-on that makes that spend provable.
Our profit
Each interview costs us ₹0.24. We charge ₹7.50.
First yearEvery year after
Setup fees₹54 lakh—
Interview fees₹31.5 lakh₹31.5 lakh
Support retainers₹36 lakh₹36 lakh
Revenue₹1.2 crore₹67.5 lakh
Cloud and AI running cost− ₹1 lakh− ₹1 lakh
Support team− ₹30 lakh− ₹30 lakh
Profit₹90 lakh₹36 lakh
Profit margin74%54%
The size of the business
Verified interviews a year4,20,000
Margin on each interview fee97%
How we cut costs
Our own speech engine makes running costs 91% lower.
The monthly bill for one round of 35,000 interviews.
Renting paid speech and AI APIs₹95,225
₹2.72 per interview
Our platform₹8,275
₹0.24 per interview
Saved every year across all clients₹10.4 lakh
- Tap, don’t talk: only the open answers are recorded.
- One pass: the transcript and the analysis come from one AI call.
- Free-tier servers in India, with a paid fallback ready.
Cost inputs
Paid speech API, per minute
Technology
Proven, open tools. Data stays in India.
Field App
Flutter Android app with an offline database, background sync, compressed audio and fake-GPS detection.
Web apps
Next.js, TypeScript and open map tiles (MapLibre) for the Command Center and Client Portal.
Backend
One secure API with a background job queue, so heavy AI work never slows a screen.
Data
PostgreSQL in Mumbai with row-level security, vector search over answers, encrypted audio storage.
Speech and AI
Our Telugu speech pipeline on open Indic speech models plus large language models for scoring, with a paid engine as backup.
Security
Encryption in transit and at rest, role-based access, audit log, personal data kept separate.
Maintenance and running cost
Retainers pay for the team. The cloud costs almost nothing.
A busy month: every client running a round at once (1,05,000 interviews).
Fixed cloud: database, backups, domain, storage₹2,500
Speech and AI, per interview processed₹17,325
Support team: fixes, updates, round setup₹2.5 lakh
Our cost in a busy month₹2.7 lakh
Retainers coming in each month₹3 lakh
Retainers cover our monthly cost111%
What maintenance covers
- Bug fixes and app updates
- New questionnaire for every round
- Speech and AI accuracy tuning
- On-call help during survey weeks
- Daily backups and monitoring
Competition and moat
Others sell reports or forms. We sell proof.
Polling agenciesSurvey form appsOur platform
Voice evidence for each interview
Automatic fraud checksPartialGPS only
Understands spoken TeluguBy hand
Results in hoursRaw data
Ask questions in plain language
Lowest cost to run
Our own speech engine. A rival renting speech by the minute cannot match our price.
Data that compounds
Every round adds labelled Telugu answers, so the AI improves with each one.
History clients keep
Round-on-round trends live in the platform. Leaving means losing the trend.
Challenges
What could go wrong, and the plan for each.
Noisy village audio and dialects
Tested on real field clips before launch. Unclear clips go to a human reviewer; a paid engine is the backup.
Agents faking interviews
Nine automatic checks on every interview, same-voice detection and random call-backs.
A wrong call hurts a client
Ranges with error margins and a method note on every report, never single-number promises.
Election and data law
Spoken consent under the DPDP Act 2023, data in India, and a switch that blocks publishing during the Section 126A silence period.
Demand peaks around elections
A state votes every year, media trackers run all year, and surveys beyond elections fill the gaps.
Clients slow to change habits
A paid pilot in 2–3 seats first, so the client sees proof before the full rollout.
Roadmap
Twelve weeks to launch. Then one state at a time.
- Weeks 1–3
Research and design
Questionnaire, sampling plan, speech benchmark on real clips, all screens designed.
- Weeks 4–9
Build
Field App, Command Center, Client Portal and the speech pipeline, built side by side.
- Weeks 10–12
Pilot and launch
A real pilot in 2–3 constituencies, fixes, then the full Andhra Pradesh launch.
- 2028
Telangana and Karnataka
Same language for Telangana; new speech models for Kannada.
- 2029
Lok Sabha and more states
National elections, plus surveys beyond politics in more Indian languages.
Team: one product designer, three full-stack engineers, two to three AI engineers, with DevOps support.
Sources
Where the numbers come from.
Anything marked “our estimate” is an assumption you can change with Edit numbers.
Elections and law
- Election Commission of India: seat counts and terms of legislatures (eci.gov.in)
- Digital Personal Data Protection Act 2023, Ministry of Electronics and IT
- Representation of the People Act 1951, Section 126A
Survey industry
- Axis My India: 2024 Lok Sabha exit poll, 5.8 lakh interviews
- Lokniti-CSDS: National Election Study method notes
- AAPOR: guidance on interviewer falsification
- Field rates of ₹100–500 per interview: agency quotes (our estimate)
Technology costs
- Sarvam AI speech-to-text price list (sarvam.ai)
- Google Gemini API pricing (ai.google.dev/pricing)
- AI4Bharat IndicConformer open speech models
- Oracle Cloud Always Free; Supabase pricing
Photos
- Voters queue in India: Al Jazeera English, CC BY-SA 2.0, via Flickr / Wikimedia Commons
- Paddy field in Andhra Pradesh: Vedic.woman, CC BY-SA 4.0, Wikimedia Commons
- Panorama of Vijayawada: IM3847, CC BY-SA 4.0, Wikimedia Commons
- Product screens: our live demo with sample data
Thank you
Listen. Verify. Understand.
Then decide.
See the product working, read the full business case, or plan a pilot.
pi.onestop-solutions.inPrepared by One Stop Solutions · November 2026