CommuniTalk — East Meets West

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CommuniTalk — East Meets West

Owner Admin

v1.25.00t · admin.communitalk.com

Overview

Real numbers pulled live from the database — total accounts, plan mix, current MRR, and this week's call activity. See the Members and Revenue & Forecast tabs for the full breakdowns.

Total accounts
Paying accounts
MRR (Together + Everyday)
Completed calls (7d)
Profit (7d, as reported)

Growth Funnel

Where visitors turn into paying members — and exactly where they leak. Watch these conversion %s once you start marketing; the biggest drop is where to focus.

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Site Versions

Confirms which version of every live page is actually deployed right now — this API worker plus every public page — so a stale, un-redeployed page shows up immediately instead of being mistaken for a real bug.

📊 Traffic & Growth

First-party visitor analytics — every landing (cold leads) plus members, by country, with real conversion. Privacy-first: country only, never the raw IP.

Unique visitors (7d)
Page views (7d)
Total members
New members (7d)
Conversion (30d)

By Country — visitors → members

Where visitors come from vs. who becomes a member. This is your "150 visits → 50 members" view.

CountryVisitorsPage viewsMembersConversion
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Members by gender

Members by occupation

Members by age

All members, by age band (from their birthday). Members only — anonymous visitors don't provide an age.

New members by age (30d)

Members who signed up in the selected window, by age band.

Daily trend (30 days)

visitors   members

Top referrers

Top pages

Vendor Status & Balances

Live health + balance for every AI vendor CommuniTalk depends on, grouped by role — Translation, Speech-to-Text, Text-to-Speech. Balances shown live where the vendor has a balance API (DeepSeek $, Deepgram $, ElevenLabs characters). OpenAI, Azure & Anthropic have no public balance API, so those show key validity only — check their own dashboards for dollar balance. Anything low or broken gets a ⚠ Reload / Fix badge and is listed in the summary at top.

Stripe & Billing Status

One click, real Stripe API calls — confirms whether checkout will actually work before a customer hits it. Checks the same secret key and price IDs the real /billing/checkout endpoint uses.

Listening — speech-to-text

How the call page hears each speaker. Deepgram Nova-3 live streaming is the production engine in CommuniTalk v1.05.29t; Browser (Free) remains the automatic fallback for a disabled/unavailable vendor and unsupported languages.

Voice Translation Diagnostics

Read-only deployment checks for the speech-to-text pipeline. This verifies the Worker, Deepgram setting, temporary-token route and browser-to-Deepgram WebSocket authentication without showing either the permanent API key or temporary token. Translation and speaking retain their separate live-test buttons above.

A green token/WebSocket result proves Deepgram is reachable. Microphone capture, two-language captions and LiveKit delivery still require the Gold version pair plus the two-device acceptance test.

Translation engine

How each utterance gets translated between languages.

Speaking — text-to-speech

How the translated words get spoken back. Cheapest to most premium, left to right. ElevenLabs options automatically fall back to Azure for languages ElevenLabs doesn't support yet (Thai/Cantonese, and Vietnamese on the Multilingual model).

Members

Every account (free + paid), each with a permanent member number. Click any column heading to sort.

Check who is verified by real evidence (clicked the email link / paid / owner-set) — no changes until you confirm.
#EmailUserAgeCountryLanguage / DialectVerifiedCategoryPlanMinutes UsedCredit MinStripe CustomerJoinedLast activeDevicesEdit
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🔗 Member Connections

Who is connected with whom, and how active each member is. Sorted by most connections. Sourced live from accepted matches — no effect on the app.

#MemberEmail# ConnectionsConnected with (member · when connected · last online)
Click “Load / refresh connections”.

Grant Minutes

Comp minutes to any account by email — no Stripe charge. Useful for your own testing, or for comping a real customer goodwill minutes through support. Granted minutes behave exactly like a purchased credit: they never expire and are only spent after the plan's included minutes run out.

Plan Distribution

How many accounts sit on each plan right now, and what each tier contributes to MRR.

PlanAccountsPriceMRR Contribution
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Cost → Profit report

Real usage, not estimates — pulled from actual calls and actual vendor tokens/characters billed.

Completed calls
Total minutes
Vendor cost
Est. revenue
Profit

Quality & errors

Latency and failure tracking for every translate-and-speak call, so slowdowns or vendor outages show up fast.

Utterances processed
Errors
Avg. latency
Slowest response
TimeRoomTranslationVoiceError
No errors in this range.

Breakdown by option combo

Which Listening/Speaking combos are actually being used, and how each performs cost-wise.

ListeningSpeakingCallsMinutesCostRevenueProfit
No completed calls in this range yet.

Sales & ROI

A live planning + reconciliation tool, same shape as admin.voiceleadsai.com's Sales & ROI tab. Real finding worth knowing: the Reports tab's Cost → Profit numbers track AI vendor cost only (Listening + Translation + Speaking) — they do not yet include LiveKit video/bandwidth cost or Stripe's processing fee. This tab adds both on top of your real usage data below (Portfolio Reconciliation), plus a forward-looking planner for pricing decisions (Estimated Profit by Plan) and a customer-goal calculator. Entirely client-side — nothing here changes what's actually live for customers.

Model Settings

Pick which Listening / Translation / Speaking combo to model — defaults to whatever's actually active today. Set your real fully-loaded costs below; every table on this tab uses them.

Listening (speech-to-text)
Translation
Speaking (text-to-speech)
Launch / Incentive Discount
% off list price — models a promo. Applies to the planning table below only.
Payment Processing Fee (Stripe)
% + $/charge
Video/Bandwidth Cost (LiveKit) — not tracked in Reports today
$ /call-min conservative overage estimate: two $0.0005 participant-minutes plus about $0.0018 of downstream video at 1 Mbps per participant. Included plan allowances can make the real blended rate lower.
Speech-to-Text Cost (Deepgram) — new server-side STT
$ /min, both participants combined — current promotional Nova-3 monolingual streaming is approximately $0.0048/participant-min × 2. Adjust this when your invoice shows a different blended rate.
Deepgram STT (iPhone translation)
LiveKit Monthly Base Fee
$ /mo once past LiveKit's free tier — shown in Portfolio only, not per-plan.

Break-even minutes — is "unlimited" actually profitable?

Every minute of a call costs real money, so no plan is truly unlimited in cost. This shows how many minutes/month each plan can be used before it stops making a profit, using the fully-loaded per-minute cost from Model Settings above.

PlanPriceCost / minBreak-even min / moVerdict

Where each cost comes from

So the numbers make sense. Deepgram does speech-to-text only — it turns spoken audio into text. It does not translate, and it does not lower your Cloudflare bill.

CostProviderRough rateWhat it does
Speech-to-textDeepgram nova-3~$0.0096 / call-minNEW added cost. ~$0.0048/participant × 2 at the current promotional rate. Turns each speaker's voice into text so it can be translated reliably across browsers.
TranslationClaude Haiku / DeepSeek~$0.001 / minThe actual language translation. Unchanged — this is NOT Deepgram.
Voice outputAzure / ElevenLabs~$0.008–0.015 / minOnly when spoken-voice output is on. Free browser voice = $0.
Video / audio callLiveKit~$0.0028 / call-min after allowancesTwo connection-minutes plus estimated 1 Mbps downstream video per participant. Ship starts at $50/mo; Scale starts at $500/mo. Actual bitrate and included allowances matter.
PaymentsStripe2.9% + $0.30 / chargePer successful payment, not per minute.
Hosting / APICloudflare Workers~$0 at this scaleGenerous free tier. Deepgram audio goes browser→Deepgram directly, so it barely touches the Worker — but it also does NOT reduce this already near-zero cost.

Bottom line: Turning Deepgram on currently adds about $0.0096/call-min for a two-person call. It is the production choice for reliable two-way recognition on iPhone and desktop; the browser engine remains the free fallback. Update the editable rate above whenever your actual invoice differs.

Vendor / Combo Cost Reference

Real rates from the worker's own STT_OPTIONS / TRANSLATION_OPTIONS / TTS_OPTIONS constants (fetched live via /admin/options) — not hand-typed, so this never drifts out of sync with what's actually deployed.

TypeOptionRateStatusNote
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Estimated Profit by Plan

Sell price reflects the discount above. Drag each plan's Low/High minute sliders to bracket real usage — cost, profit, and margin recalculate as ranges, live, as you drag. Fully loaded: Listening + Translation + Speaking + LiveKit + Stripe fee, all deducted before it's called "profit."

PlanSell PriceEst. Minutes (range)Est. Cost (range, fully loaded)Est. Profit (range)Margin (range)

Portfolio Reconciliation — real data

Answers "is it really just ~$1/user profit?" using your actual usage this period, not a guess. Left card = what the Reports tab currently shows. Right card = the same real numbers with LiveKit + Stripe fee added on top.

As Currently Reported
Vendor cost (AI only)
Revenue
Profit
Fully Loaded (+ LiveKit + Stripe fee)
Total cost
Revenue
Profit

Note: Stripe's fixed $/charge portion isn't modeled here (real transaction count isn't in the usage report) — only the percentage fee is applied to real revenue. The Estimated Profit by Plan table above models the fixed fee precisely, per plan.

Customer Goal Estimator

How many customers, at each plan's midpoint fully-loaded profit, to reach a monthly profit goal.

PlanProfit/Customer (midpoint)Customers for Goal LowCustomers for Goal High

Scale Target Planner — 500 to 500,000 registered customers

A transparent scenario model—not a promise. It separates registered accounts from paying accounts, uses the active AI combination above, estimates LiveKit from published plan allowances, and shows why Cloudflare request charges are usually much smaller than speech/media and customer acquisition. Replace every assumption with real cohort data as CommuniTalk grows.

RegisteredPayingMonthly revenue equivalentCall minutesAI + media + paymentsCloudflare + D1 estimateOperating contributionMarginPeak connectionsLiveKit plan signal

Model boundaries: Traveler is treated as the entered number of purchases each month. Minutes mean initiated translated call-minutes; do not count the same two-person call twice. LiveKit assumes roughly 1 Mbps downstream per participant and compares published Ship/Scale allowances. Cloudflare assumes 14 dynamic requests per app-open minute under today's polling/heartbeat design and 5 ms average Worker CPU; real dashboard metrics must replace these estimates.

Growth Funnel — traffic, paid customers, CAC and churn

Use this to distinguish a customer goal from the traffic and cash required to reach it. “Customer” below means a paying customer; free registered accounts are shown separately.

Paying-customer goalRegistered accounts neededQualified visitors neededIllustrative acquisition cashBlended monthly revenueCustomers to replace monthly

Best initial channels: Vietnamese/English and other diaspora communities; long-distance couples; immigrant families; expat groups; international students; language tutors; travel creators; community organizations and churches. Start with referral loops and creator/community partnerships before scaling paid advertising. Track acquisition and retention separately for every language pair and channel.

Operational Gates — what must be true before each scale jump

ScaleRequired reliability/security gateCommercial gateInfrastructure action
0–500Two-device automated acceptance suite; rate limits; CSP/HSTS; incident log; verified backups; honest encrypted-transport wording.20–30 interview customers, measurable weekly retention, refund/support playbook.Workers Paid; LiveKit Ship for production; error monitoring; daily vendor health tests.
500–1,000Passkeys; dependency pinning; secret rotation; independent penetration test; recovery drills.One repeatable acquisition channel; cohort LTV/CAC >3; payback preferably under 6 months.Replace five-second polling with realtime presence; alerting for call success, STT latency and vendor failure.
1,000–5,000Formal access reviews, change approvals, vendor DPAs/retention settings, security owner.Churn segmented by plan/language; referral loop; customer support coverage.Durable Objects/WebSockets or push presence; queues for asynchronous logs; load test at 2× projected peak.
5,000–10,000SOC 2 readiness assessment; centralized audit logs; disaster-recovery RTO/RPO tests.Predictable monthly acquisition and contribution margin after support.LiveKit Scale when economics/concurrency require; vendor quota increases; multi-vendor STT/translation failover.
10,000–50,000SOC 2 Type I then Type II evidence period; annual pentest; privacy/deletion automation.Localized onboarding/support; fraud/refund controls; finance forecasting.Database query audit, read replication where useful, analytics warehouse, SLO dashboards and on-call rotation.
50,000–100,00024/7 incident coverage, enterprise vendor SLAs, formal business continuity exercises.Multiple durable acquisition channels and regional partnerships.LiveKit quota/Enterprise discussion before limits; regional performance tests; capacity reservations where needed.
100,000–500,000Continuous control monitoring, mature trust center, regular red-team/vendor-risk program.Regional pricing, taxes, local payment methods, multilingual support operations.Enterprise media contract, push-notification platform, partitioned realtime state, staged regional rollouts and dedicated SRE/security staffing.

💞 Dating — At a Glance

Live from the dating tables (profiles, matches, chat, reports). Powers the soulfinder side of CommuniTalk. Needs API worker v0.50+.

Members
Active
Verified ✓
Premium
Matches
Messages
New (7 days)
Open reports

Members

Every dating profile, newest first. Verify grants the ✓ badge; Pause hides a member from discovery.

NameCitySpeaks → WantsJoinedStatusActions
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🧪 Full Automated Self-Test

Simulates two members through the entire flow — sign-up → profile → connection request → approve → one-tap ring enable → translated chat → gentle goodbye — against the LIVE database + translation engine, then auto-deletes all test data. Run this any time to confirm the whole site is healthy.

🎥 Test Video Calls

Runs a REAL end-to-end health check of the whole calling stack — LiveKit tokens, live translation (EN→TH), transcript phonetics, Deepgram STT, TTS vendor, R2 snapshot storage, Resend email, shareable Video Links, scheduled calls, and the transcript/snapshot backend. Every run is logged; a weekly check (Mondays) also emails ceo@communitalk.com a pass/fail summary.

Open Reports & Safety

Member reports awaiting review. Reported pairs are auto-blocked from contacting each other.

WhenReporterTargetReason