Coefficient:
the business behind the product
Connects business systems to spreadsheets and supports AI-built dashboards with per-viewer scoped data.
Research reviewed 2026-10-22. Financial disclosures below have not been independently audited by ToolJovia. AI's share of the reported result is not independently established.
Put the mechanism to work
Compare explicit viewer row entitlements with observed dashboard fixture rows, keeping unknown scopes distinct from empty approved access.
The task below is an independent ToolJovia adaptation. The workbench does not operate the vendor product or establish customer demand.
Founder or operator
B · founder / official disclosure[b5b-coefficient-about] [b5b-coefficient-origin]Founder/vendor disclosure only; not independently audited or a typical operator outcome.
What the product does
B · founder / official disclosure As of 2026-10-22[b5b-coefficient-about] [b5b-coefficient-ai-dashboards]Founder/vendor disclosure only; not independently audited or a typical operator outcome.
Customer and job
B · founder / official disclosure[b5b-coefficient-about] [b5b-coefficient-ai-dashboards]Founder/vendor disclosure only; not independently audited or a typical operator outcome.
Why a buyer might pay
B · founder / official disclosure[b5b-coefficient-about] [b5b-coefficient-ai-dashboards]Founder/vendor disclosure only; not independently audited or a typical operator outcome.
What is sold
B · founder / official disclosure As of 2026-10-22[b5b-coefficient-pricing]Official pricing offers; outdated FAQ allowance wording is not used as a hardcoded quota.
Traceable timeline
B · founder / official disclosure[b5b-coefficient-origin] [b5b-coefficient-ai-dashboards]Founder/vendor disclosure only; not independently audited or a typical operator outcome.
Acquisition evidence
B · founder / official disclosure[b5b-coefficient-ai-dashboards] [b5b-coefficient-pricing]- publicly Offered Channels
- Self-serve spreadsheet add-on/connector entry
- Shareable dashboard product
- Sales/demo route
- effectiveness
- Not established
Founder/vendor disclosure only; not independently audited or a typical operator outcome.
AI, API and software stack
B · founder / official disclosure[b5b-coefficient-about] [b5b-coefficient-ai-dashboards]Founder/vendor disclosure only; not independently audited or a typical operator outcome.
Human work in a proposed comparable pilot
D · unverified / analysis As of 2026-10-22ToolJovia independent analysis or proposed bounded experiment; not founder testimony, verified buyer demand, safety certification or income forecast.
Financial evidence, kept separate
ARR and MRR are recurring run-rate metrics. Revenue is not net profit; financing and valuation are separate from customer earnings. Missing values are unknown, not zero.
| Metric | Reported value / period | Evidence and limitation |
|---|---|---|
| Revenue | Not established | D · unverified / analysis Not established by the primary pages read in this bounded research. |
| MRR | Not established | D · unverified / analysis Not established by the primary pages read in this bounded research. |
| ARR | Not established | D · unverified / analysis Not established by the primary pages read in this bounded research. |
| Gross profit | Not established | D · unverified / analysis Not established by the primary pages read in this bounded research. |
| Net profit | Not established | D · unverified / analysis Not established by the primary pages read in this bounded research. |
| Financing | Not established | D · unverified / analysis Not established by the primary pages read in this bounded research. |
| Valuation | Not established | D · unverified / analysis Not established by the primary pages read in this bounded research. |
What remains unverified
First customers; Startup costs; Operating costs. Check the field-level limitations before relying on this case. No missing cost is assumed to be zero.
A task a small operator could test
D · unverified / analysis As of 2026-10-22ToolJovia independent analysis or proposed bounded experiment; not founder testimony, verified buyer demand, safety certification or income forecast.
Working hypothesis about the buyer
A reporting consultant testing an AI-assisted customer dashboard with synthetic viewer fixtures
A concrete pilot artifact
Dashboard Viewer Data Check report
- Declare every expected viewer with a known complete listed scope, a known empty scope or an explicitly unknown scope.
- Enter authorized neutral row entitlements and rows actually observed in that viewer’s fixture.
- Resolve unexpected and missing rows, then run real authenticated access and export tests against the deployed dashboard.
What this pilot does not reproduce
The vendor platform, hosted integrations, distribution, real-time execution, rights, customer base and expert review are not reproduced by this browser-local fixture tool.
Still unknown
- Current channel effectiveness
- US buyer willingness to pay
- Full customer acquisition and human delivery cost
- Actual user income/profit
A small, falsifiable pilot
ToolJovia analysis / suggested experiment (D). These steps are not reported founder actions or verified demand.
Mechanism worth testing
D · unverified / analysis As of 2026-10-22ToolJovia independent analysis or proposed bounded experiment; not founder testimony, verified buyer demand, safety certification or income forecast.
Use the fixed synthetic fixture first; then obtain permission for a small client sample, record actual human review minutes and acceptance/rejection, and stop if source evidence or usefulness is inadequate.
Your pilot workflow
D · unverified / analysis As of 2026-10-22- Declare every expected viewer with a known complete listed scope, a known empty scope or an explicitly unknown scope.
- Enter authorized neutral row entitlements and rows actually observed in that viewer’s fixture.
- Resolve unexpected and missing rows, then run real authenticated access and export tests against the deployed dashboard.
ToolJovia independent analysis or proposed bounded experiment; not founder testimony, verified buyer demand, safety certification or income forecast.
Risks and failure conditions
D · unverified / analysis As of 2026-10-22- No connector, credentials, live dashboard, policy deployment or security certification.
- Fixture completeness/entitlements must be independently reviewed; no absence-of-leaks claim outside this sample.
- Use row identifiers only, not customer data or email addresses; do not silently treat absent entitlement as a verified empty allowlist.
ToolJovia independent analysis or proposed bounded experiment; not founder testimony, verified buyer demand, safety certification or income forecast.
- Before spending, define an observable buyer action and a deadline in the validation planner.
- Run a small, consented pilot. Record actual review time, rework, replies and payments in your downloaded worksheet.
- Compare observations with your predeclared stop rule. Filling out a plan does not prove demand.
Tools for this mechanism
Original sources and dates
Links support the attributed claims. Sources do not endorse ToolJovia. We do not treat repetition in the press as independent financial verification.
- Why Spreadsheet Automation — About Coefficient
Original founder/vendor/partner publication; B self-reported, not independent financial verification · reviewed 2026-10-22 · Official company identifies Navneet and Tommy as cofounders; full surname for Tommy not established by this read. No company revenue or first-paying-customer cohort disclosed.
- Why We Are Excited About Connected Spreadsheets — Navneet Loiwal
Original founder/vendor/partner publication; B self-reported, not independent financial verification · reviewed 2026-10-22 · published 2024-09-10 · Last-modified date, not proven original publication. Founder describes product rationale after Shopular; do not reuse third-party spreadsheet-user estimates as demand proof.
- AI Dashboards from Your Spreadsheet
Original founder/vendor/partner publication; B self-reported, not independent financial verification · reviewed 2026-10-22 · Original official product page opened. Row-level preview and drilldown are advertised, not independently security-tested.
- Pricing — Coefficient
Original founder/vendor/partner publication; B self-reported, not independent financial verification · reviewed 2026-10-22 · Original pricing page opened. Table shows paid monthly offers; FAQ contains inconsistent old free allowance wording. Use plan structure only and require a fresh quote for production limits.