At standard enrichment prompt lengths (1,000 input tokens and 150 output tokens per row), Claude Haiku 4.5 costs $1.75 per 1,000 leads at direct Anthropic API token rates, while Claude Sonnet 4.5 costs $5.25 per 1,000 leads. Managed SaaS wrappers multiply those token costs through opaque credit tiers, whereas Sorzio Pro ($39/mo flat) removes all platform AI markup and per-row base fees so your Anthropic or OpenRouter key runs at 0% markup in Google Sheets or Claude Desktop via MCP.
Most sales and RevOps teams overpay for AI lead enrichment because they price models by raw per-million token tables instead of per-row enrichment unit economics. A typical B2B qualification prompt (company summary, ICP fit score, and personalized first line) fits well within 1,000 input tokens and 150 output tokens per row. At that workload size, model choice and billing architecture swing your 10,000-row campaign bill cleanly.
Per-1,000-lead cost breakdown by Claude tier
Using the token baseline (1,000 input tokens and 150 output tokens per row) from our AI Google Sheets cost calculator, here is what 1,000 rows cost on Sorzio Managed balance (1.65x provider tokens plus $0.0035 per succeeded row) versus Sorzio Pro ($39/mo) with your own key (0% Sorzio markup and $0 base fee):
| Model tier | Input / Output per 1M tokens | Direct BYOK per 1,000 rows | Sorzio managed per 1,000 rows | Best B2B enrichment workload |
|---|---|---|---|---|
| Claude Haiku 4.5 | $1.00 / $5.00 | $1.75 | $6.39 | Industry tagging, cleaning, short icebreakers, structured triage |
| Claude Sonnet 4.5 | $3.00 / $15.00 | $5.25 | $12.16 | Multi-criteria account synthesis and deep prospect research |
| Decision Gate + Haiku Flow | Jev 1.14 ($1.00/1k base) + Haiku | ~$2.76 blended | Pay only on succeeded rows | Filter out non-ICP accounts before spending generative tokens |
Compare those numbers with Sorzio pricing across all 300+ models and 16+ providers in our model directory. On managed balance, failed rows never incur platform charges, and pre-flight cost estimation locks row counts before execution starts. On Pro ($39/mo flat) and Scale ($99/mo flat), your Anthropic or OpenRouter API keys are encrypted at rest with AES-256-GCM plus AAD binding and incur 0% AI markup.
Why column gating cuts your Claude API spend in half
Running Claude Sonnet across every raw row in a 10,000-lead export wastes output tokens on unqualified domains, personal Gmail addresses, and parked websites. Instead, chain lightweight steps first inside a Sorzio Flow or MCP prompt:
- Deduplicate domains and verify email deliverability first: Strip invalid addresses and parked domains before any LLM inference executes.
- Gate ICP fit cheaply with Decision Mode: Run
typesafe-ai/jev-1.14.0(~$1.01 per 1,000 rows) against 6-page scraped homepage context so non-ICP rows stop before generative AI runs. - Reserve Sonnet for qualified matches: Conditional column gates execute your heavier
{{company_pitch}}generation only when{{icp_fit}}passes threshold. - Combine live web search selectively: Trigger 5-provider search (
perplexity/sonaror native Claudeweb_search: true) only when homepage content returns thin copy.
Managed balance vs. Pro BYOK: which should you pick?
Choose Sorzio managed balance (available on the $0/mo Free plan with $5 instant credit plus $15 after Auto-Reload) when you want zero Anthropic billing setup, instant access across 300+ models, and guaranteed per-row error suppression so failed scrapes or timeouts never deduct credits. Every managed AI call still shows exact provider cost plus the transparent 1.65x token markup and $0.0035 row fee.
Choose Sorzio Pro ($39/mo flat) with BYOK once your monthly volume passes ~10,000 generative AI rows, or when compliance requires traffic to run on your company Anthropic or OpenRouter account. Your key stays encrypted with AES-256-GCM plus AAD context binding, runs with batch adaptive concurrency in Google Sheets, and works inside Claude MCP without per-seat markups.
Common questions
Does Sorzio add any token markup when I bring my own Anthropic API key on Pro?
No. On Sorzio Pro ($39/mo) and Scale ($99/mo), BYOK AI steps carry 0% Sorzio platform markup and $0 per-row base fees. You pay Anthropic or OpenRouter directly at your negotiated rate while Sorzio runs retries, column parsing, and Sheets sync.
How can I estimate my exact Claude lead enrichment bill before running a sheet?
Open the AI Google Sheets cost calculator and adjust lead count, model preset, and live web search toggles. Inside the extension and MCP server, Sorzio also displays an estimate_cost pre-flight quote before any batch starts.
Can I mix Claude Haiku and Sonnet inside the same Google Sheets Flow?
Yes. Each step column in a Sorzio Flow targets its own model from the 300+ supported models. Most outbound teams pair Decision Mode (typesafe-ai/jev-1.14.0, $1.00/1k base) or Haiku 4.5 for screening with Sonnet 4.5 only on qualified keep rows.
What happens if Anthropic returns a rate limit during a 10,000-row batch?
Sorzio's worker uses adaptive concurrency with automatic backoff and retries, so partial errors are isolated to individual rows and failed executions never charge platform fees.
Ready to run 0% markup Claude batches across your prospect lists? Check Sorzio pricing or configure Bring Your Own API Key in under two minutes.
