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Cost-stack research

Acceleration Platform Software COGS Research Report

The full vendor, source-access, deployment, AI, observability, failure-cost, software unit-economics, and pricing-floor analysis.

11 minute read 42 original links Confidence: Reviewed
Founder takeawayKeep the architecture, govern cadence and agents, meter vendor usage, and refuse per-connection economics that cannot be passed through with margin.
Open original source links (42)
  1. Workers pricing developers.cloudflare.com · Official or direct source
  2. Queues pricing developers.cloudflare.com · Official or direct source
  3. Workers Logs developers.cloudflare.com · Official or direct source
  4. R2 pricing developers.cloudflare.com · Official or direct source
  5. S3 compatibility developers.cloudflare.com · Official or direct source
  6. bucket locks developers.cloudflare.com · Official or direct source
  7. Billing supabase.com · Official or direct source
  8. Compute billing supabase.com · Official or direct source
  9. compute specifications supabase.com · Official or direct source
  10. Backups supabase.com · Official or direct source
  11. PITR supabase.com · Official or direct source
  12. Hostinger VPS hostinger.com · Official or direct source
  13. Containers developers.cloudflare.com · Official or direct source
  14. Render render.com · Official or direct source
  15. Browser Run developers.cloudflare.com · Official or direct source
  16. Nango pricing nango.dev · Official or direct source
  17. Gemini pricing ai.google.dev · Official or direct source
  18. Document AI pricing cloud.google.com · Official or direct source
  19. Batch API ai.google.dev · Official or direct source
  20. Cloudflare plans cloudflare.com · Official or direct source
  21. Supabase pricing supabase.com · Official or direct source
  22. WorkOS pricing workos.com · Official or direct source
  23. Sentry pricing sentry.io · Official or direct source
  24. Langfuse pricing langfuse.com · Official or direct source
  25. billable units langfuse.com · Official or direct source
  26. Resend resend.com · Official or direct source
  27. Quo quo.com · Official or direct source
  28. Twilio twilio.com · Official or direct source
  29. DNS FAQ developers.cloudflare.com · Official or direct source
  30. Help Scout docs.helpscout.com · Official or direct source
  31. Stripe stripe.com · Official or direct source
  32. Billing stripe.com · Official or direct source
  33. API ownerrez.com · Official or direct source
  34. fees ownerrez.com · Official or direct source
  35. Partner X streamlinevrs.com · Official or direct source
  36. Pricing breezeway.io · Official or direct source
  37. API program airbnb.com · Official or direct source
  38. Connectivity partner.expediagroup.com · Official or direct source
  39. Pricing conduit.ai · Official or direct source
  40. API help.pricelabs.co · Official or direct source
  41. Sheets developers.google.com · Official or direct source
  42. Slack api.slack.com · Official or direct source

Research date: 2026-07-14
Currency: USD except where explicitly noted
Evidence policy: Current vendor prices and limits are sourced to official primary documentation. Local deployment status is based on repository documentation and configuration. Workload quantities remain estimates until pilot telemetry exists.
Accounting boundary: Software, infrastructure, API and third-party vendor costs only. Human labor, founder time, onboarding labor, support labor, service delivery and overhead are excluded.

1. Executive finding#

The prior LTA-shaped $503/month figure was arithmetically consistent with its assumptions but economically misleading. It bundled optional services, unverified runtime allowances and future recovery/AI choices into a read-only pilot.

The verified LTA read-only target stack is:

Cloudflare Workers account minimum                 $ 5.00
R2 Standard storage                               $ 3.45
R2 Class A writes                                 $ 9.00
Supabase Pro organization / Micro after credit    $25.00
All other activated base services                 $ 0.00
                                                   ------
Known raw monthly COGS                            $42.45
× 1.20 operating buffer × 1.15 vendor contingency
Known buffered monthly COGS                       $58.58

The known-cost subtotal is $0.49/property/month for 120 properties. At an 80% software gross-margin target, the known-cost revenue floor is $292.91/month.

Five exposures are deliberately excluded from that priced subtotal and remain visible as unresolved matrix rows:

  • actual shared Hostinger VPS invoice allocation;
  • Streamline partner/API entitlement and fee;
  • Breezeway multi-client partner entitlement and fee;
  • direct Airbnb/Vrbo partner terms and fee;
  • RevA/Reva vendor identity, license and API/export rights.

Unknown does not mean zero. Each must be priced, passed through or made a written contract exclusion before a fixed-price commitment.

2. Architecture and deployment evidence#

The product direction remains a modular monolith with Postgres and object storage, immutable evidence, canonical operating data, client portability and read-only-first delivery.

Current evidence distinguishes deployed capabilities from intended platform components:

  • Tahoe currently runs as a workspace_id-scoped tenant inside the shared Roam Free Supabase project, not a separate database.
  • Roam Free uses Cloudflare Workers/Pages, but no acceleration-platform Queue or R2 binding is evidenced in local configuration.
  • The current Python/browser runtime is a shared Hostinger VPS. Its actual plan/invoice is not documented in the repository.
  • Nango, WorkOS, Sentry, Langfuse, Document AI and a real-data acceleration model route are not evidenced as deployed dependencies.
  • The frozen MVP requires deterministic processing and keeps real client/source-response data away from reachable model routes.

Therefore the matrix uses five deployment states: CURRENT, TARGET, OPTIONAL/DEFERRED, CLIENT-PAID/PASS-THROUGH, and UNRESOLVED.

3. Model method#

3.1 Selected LTA workload#

  • 120 properties
  • one workspace
  • seven source systems
  • four incremental syncs/day
  • 2.52 million captured-event proxy/month
  • 27,600 API/application request proxy/month
  • 100,800 job-envelope Queue messages/month, or 302,400 write/read/delete operations
  • 240 GB R2 evidence proxy
  • 4.8 GB Postgres proxy
  • 36 GB Supabase egress proxy
  • no AI/document processing in the frozen MVP
  • no PITR, Nango, paid observability, enterprise SSO, SMS or payment processing

3.2 Cost equations#

known raw software COGS = sum(company-paid priced matrix rows)

buffered known software COGS =
known raw COGS × (1 + operating buffer) × (1 + vendor/API contingency)

known-cost pricing floor =
buffered known COGS ÷ (1 − target software gross margin)

Base policy inputs are 20% operating buffer, 15% vendor/API contingency and 80% target software gross margin.

Shared account allowances are applied once to the portfolio/account, not once per client. Pass-through and unresolved rows do not enter the company-paid subtotal.

4. Verified atomic cost matrix#

Cost item Status LTA raw What it buys / why Decision
Workers Paid Current/required $5.00 Edge API/control minimum Keep once per account
Workers requests Included $0 Dynamic API/webhook requests Included under 10M
Workers CPU Included $0 Lightweight routing/validation CPU Included under 30M ms
Queues Target/included $0 Job-level async envelopes Batch by job/page; do not queue each record
Workers Logs Included $0 Sampled structured edge logs Use included seven-day logs
R2 Standard storage Target/required $3.45 240 GB immutable evidence stock Implement evidence vault
R2 Class A Target/required $9.00 Rounded write/mutation blocks Instrument actual verbs/dedupe
R2 Class B Target/included $0 Reads/metadata Below allowance
Supabase Pro organization Current/required $25.00 Paid org, canonical Postgres, backups/auth/API allowances Keep
Supabase Micro compute uplift Included $0 Micro compute covered by org credit Start Micro and measure
Supabase DB/egress overage Included $0 Usage above allowances Below allowance
Supabase PITR Deferred $0 Second-level recovery Enable only from RPO/write trigger
Existing shared VPS Unresolved excluded Current Python/systemd/browser runtime Obtain invoice and measured allocation
Dedicated worker Deferred $0 Client-isolated always-on compute $25 activation baseline
Nango Starter Deferred $0 Commodity OAuth/token refresh/proxy Activate at $50 only for selected supported source
Gemini input/output Frozen MVP $0 Later helper/scorecard model use Meter after policy/evals
Document AI Layout Frozen MVP $0 Later layout-aware parsing Explicit processor selection
Cloudflare Access Current/included $0 Protected cockpit login Free through 50 users
Supabase Auth Available/included $0 Future product-native accounts Use before WorkOS
WorkOS SSO Deferred $0 Enterprise IdP $125/client connection add-on
Sentry Team Deferred $0 Shared error triage Free/native logs first
Langfuse Core Deferred $0 AI traces/evaluations Activate after real AI route
Transactional email Free/deferred $0 External auth/operational email Start free; $20 Pro trigger
SMS Deferred $0 Critical text alerts Explicit client need only
Domain/DNS Current/included $0 Existing subdomain/DNS New TLD only after naming decision
Support software Free/deferred $0 Shared inbox/history Email or free tier first
Stripe Revenue-dependent $0 Collect invoices Formula tied to receipts, not fixed allowance
Source subscriptions Client-paid $0 PMS/ops/pricing/comms systems Never silently absorb
Partner/API access Mixed unresolved excluded Multi-client rights, quota and derived-data permission Written discovery gate

The complete row-level descriptions, prices, allowances, workload quantities, formulas, payer, deployment status, triggers, confidence, research date and official URLs are in the workbook's COGS Matrix sheet.

5. Vendor verification#

5.1 Cloudflare edge#

Workers Paid is $5/account/month and includes 10 million requests and 30 million CPU milliseconds. Overage is $0.30/million requests and $0.02/million CPU milliseconds. Static assets are free and subrequests are not separately billed. Workers pricing

Queues includes one million operations, then $0.40/million. A successful message normally incurs write, read and delete operations; retries and messages over 64 KB add operations. Queues pricing

The prior workbook queued every captured event, generating 7.56 million operations and $2.624 of overage. The corrected architecture queues one job envelope per property/source/sync, generating 302,400 operations and $0 overage. This is a workload correction, not a price change.

Workers Logs includes 20 million events and seven-day retention, then $0.60/million. Workers Logs

5.2 R2 evidence plane#

R2 Standard is $0.015/GB-month, $4.50/million Class A and $0.36/million Class B, with 10 GB, one million A and ten million B included. Internet egress is free. Cloudflare rounds usage up to billing units. R2 pricing

For the LTA proxy:

storage: (240 − 10) × $0.015                         = $3.45
Class A: ceil(2.52M) = 3M; 3M − 1M free = 2M × $4.50 = $9.00
Class B: under 10M                                   = $0.00
R2 raw                                               = $12.45

The captured-event-to-write relationship remains an estimate. Instrument actual Put/Copy/List/multipart/lifecycle verbs, retained bytes/day, object count, dedupe ratio and rebuild reads.

R2 lacks S3 bucket versioning; immutable content-addressed keys and optional bucket locks must provide evidence versioning. S3 compatibility · bucket locks

5.3 Supabase/Postgres#

Pro is $25/month per organization, not per project. One $10 compute credit is shared by the organization. Billing

Micro is approximately $10/month; Small approximately $15/month. Small provides more memory/connections/I/O but does not create the isolated Postgres instance—each project already has its own instance. Compute billing · compute specifications

The modeled 4.8 GB database plausibly fits Micro; capacity must be proven through CPU, RAM, I/O, query latency, connection and ingestion-duration telemetry.

Pro includes seven retained daily database backups. Seven-day PITR costs $0.137/project-hour, roughly $100/month, requires Small and replaces daily backups. It protects Postgres—not R2 or Supabase Storage objects. Backups · PITR

PITR is a recovery-policy choice, not an LTA capacity requirement.

5.4 Runtime#

The current runtime is a shared Hostinger VPS. The exact plan/invoice is absent, so the workbook refuses to invent an allocation. Public KVM prices are useful alternatives, not evidence of the current bill. Hostinger VPS

Verified future options include:

  • Cloudflare Containers included allowances plus usage meters for restartable stateless jobs. Containers
  • Render Standard worker at $25/month for 2 GB/1 CPU. Render
  • Cloudflare Browser Run with ten browser-hours included and $0.09/hour afterward. Browser Run

Dedicated compute activates only from measured queue lag, missed job windows, CPU/RAM pressure, browser isolation, SLA/residency or a client-purchased dedicated environment.

5.5 Nango and connector platforms#

Nango Starter begins at $50/month with 20 connections and multiple separate proxy/run/compute/log/record/webhook meters. A connection is one authorized external account. Nango pricing

Nango is not deployed and the current catalog does not provide OwnerRez, Streamline, Breezeway, Conduit or PriceLabs as prebuilt sources. Base COGS is therefore $0. Keep Nango as a commodity-auth option for supported Google/Notion/Slack-class integrations; keep STR semantics, evidence, pagination, reconciliation and source policy direct.

5.6 AI and document processing#

The old $26.76 projection is correct only for:

19.2M Gemini 2.5 Flash input × $0.30/M      = $5.76
3.6M output/thinking × $2.50/M              = $9.00
1,200 Layout Parser pages × $10/1,000       = $12.00
total                                        = $26.76

Gemini pricing · Document AI pricing

It is not OCR-only. Enterprise OCR would be $1.80 for 1,200 pages; Layout is $12; Form Parser/custom extraction is $36. Processor choice must be explicit.

Batch Gemini is 50% lower for offline work. Batch API

Base cost remains $0 because no real-data model route is reachable in the frozen MVP. Heavy agents must have a tenant cap and pass-through/add-on economics.

5.7 Identity#

Cloudflare Access is free through 50 users and currently protects the cockpit. Supabase Auth is included through 100,000 MAU under Pro. Cloudflare plans · Supabase pricing

WorkOS AuthKit is free through one million active users, but WorkOS enterprise SSO and Directory Sync each cost $125/connection/month at the first tier. Custom domain is $99/month; audit-event storage is $99/million stored events; SIEM streaming is $125/connection. WorkOS pricing

Use Access for the founder pilot, Supabase Auth for initial product accounts and WorkOS only from a signed enterprise requirement.

5.8 Observability#

Sentry Team is $26/month annually. Sentry Developer is sufficient for a founder pilot. Sentry pricing

Langfuse Core is $29/month with 100,000 units; Hobby includes 50,000 units and 30-day access. A unit can include each trace, observation and score. Langfuse pricing · billable units

Neither vendor is integrated locally. Base COGS is $0; use native structured logs and free tiers before paying. Self-hosting either system is uneconomic at pilot scale.

5.9 Commercial software#

The prior $25 placeholder is removed.

  • Transactional email can begin on Resend Free; Pro is $20/month for 50,000 messages. Resend
  • SMS is not required for the read-only pilot. Existing Quo automated messages are $0.01/outgoing segment; a dedicated Twilio/A2P program has separate number, registration, campaign and carrier fees. Quo · Twilio
  • Existing Cloudflare DNS/subdomains have $0 incremental query cost. DNS FAQ
  • Help Scout Free provides a small shared inbox before paid support tooling is needed. Help Scout
  • Stripe must be modeled from collected revenue: cards 2.9% + $0.30; ACH 0.8% capped at $5; Billing adds 0.7% of recurring volume. Stripe · Billing

5.10 Source-vendor access#

Client subscriptions remain client expenses unless bundled/resold.

Source Economic treatment Critical boundary
OwnerRez Client-paid; optional 120-property Listing Content add-on example $152/month Verify endpoint entitlement; 300 requests/5 minutes/IP. API · fees
Streamline Quote/partner fee unresolved Written multi-client rights, quota, webhooks, retention and partner fee. Partner X
Breezeway Client-paid; partner expansion fee unknown Multi-client scopes/grant must be written. Pricing
Airbnb Direct partner price/quota unpublished Partner-specific terms must permit retention, derivation and monetization. API program
Vrbo Direct access gated/unknown Prefer certified PMS/connectivity provider. Connectivity
Conduit $1,499/month through 120 listings, client-paid Not our COGS unless bundled/resold. Pricing
PriceLabs $1/listing/month Customer API, or $120 at LTA size Pass-through only if direct API is deliberately chosen. API
Notion/Google/Slack Client subscription and published quotas; no base per-call price Monitor distribution/quotas and Google Drive's announced future excess charging. Sheets · Slack
RevA/Reva Unresolved vendor identity No cost or contract assumption until identified.

PMS-first connectors are both the economic and contractual default.

6. Corrected scenarios#

Portfolio shape Buffered known COGS Per property Known-cost floor at 80% GM
Roam Free proving tenant $41.40 $10.35 $207.00
LTA current read-only pilot $58.58 $0.49 $292.91
25-property utility client $45.87 $1.83 $229.36
100-property utility client $82.32 $0.82 $411.59
500 properties / 5 shared clients $267.56 $0.54 $1,337.79 total
2,000 properties / 20 clients $1,404.10 $0.70 $7,020.52 total

The named 10,000-property row remains an aggressive-sync/heavy-agent stress case and is not a base forecast.

These totals exclude unresolved invoices/contracts and client-paid systems. They are formula-driven known-cost subtotals, not commercial rate recommendations.

7. Failure and contingency economics#

The model retains a 20% operational buffer and separate 15% vendor/API contingency on priced company-paid rows. It does not convert unknown contracts into percentages.

Instrument and test:

  • retry storms and poison messages;
  • full-resync reason, rows, bytes and source quota impact;
  • R2 duplicate puts, lifecycle transitions and export/rebuild reads;
  • Postgres logical dump, daily backup and replay restore duration;
  • source/API termination and export windows;
  • AI retry/tool-loop caps and batch/cache behavior;
  • client export and vendor migration bytes/time.

8. Required cost instrumentation#

Minimum dimensions: tenant_id, workspace_id, property_id, source_id, connection_id, job_id, contract_version, environment, payer, purpose, occurred_at.

Meters:

  • source request, quota, 429, retry-after, page, row, byte, webhook lag and contract entitlement;
  • Workers request/CPU and Queue operation/byte/retry/DLQ;
  • R2 retained/new/deleted bytes, object count, Class A/B verb, dedupe, lifecycle and rebuild/export reads;
  • Postgres CPU/RAM/I/O/connections, DB size, egress, backup/PITR and restore duration;
  • model/provider/snapshot, uncached/cached/output/thinking tokens, batch share, processor pages and retries;
  • error/log/span/unit, sample rate, retention and high-cardinality fields;
  • vendor plan, allowance, overage unit, invoice, payer and pass-through flag;
  • Stripe payment rail, invoice amount, Billing/Invoicing fee, dispute and refund.

Human time may be instrumented in Taylor's separate operating model but must not enter this workbook's COGS formulas.

9. Upgrade and activation gates#

Item Trigger
Workers/Queues Pay measured overage; no plan upgrade from normal LTA volume
R2 >1M account mutations; track billing-block rounding and dedupe
Supabase Small CPU/RAM/I/O/connection/query pressure or PITR requirement
PITR Non-rebuildable writes, RPO <24h or failed replay RTO
Dedicated runtime SLA/isolation, OOM, queue lag, missed job window or client purchase
Nango Supported production commodity OAuth source intentionally selected
AI/document processing Policy/evals approve a real-data route and tenant budget
WorkOS Signed SSO/SCIM/SIEM requirement passed through to client
Sentry Multi-operator triage, >5k errors or >30d history
Langfuse >50k units, >2 users or >30d AI history
Paid email >100/day, multiple domains or deliverability/support need
Source API add-on Written entitlement and client/pass-through commercial treatment

10. Review status#

The workbook was rebuilt around an atomic COGS Matrix and independently checked for:

  • current vendor source fidelity;
  • deployed versus candidate classification;
  • formula integrity and cross-sheet ties;
  • R2 billing-unit rounding;
  • Queue workload granularity;
  • Supabase plan/compute/PITR separation;
  • zero human/service COGS;
  • pass-through and unresolved-cost visibility;
  • scenario and pricing-floor recalculation.

Automated validation shows zero formula errors. The model intentionally reports unresolved exposures rather than manufacturing false precision.