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Gemini 3 Flash

Cheap on the easy ones, ate $0.34 on AirPods complaints. Flash that occasionally remembers it's Pro.

5/5

benchmarks passed

$0.758

spent in total

tool calls

What it is.

Google's Gemini 3 Flash — the cost-tier sibling of Gemini 3 Pro. Optimized for latency and price; reasoning depth is supposed to be the tradeoff. Hosted on Vertex.

What it does well.

Three tool calls and $0.032 on the Crunchbase brief — the cheapest pass on Sales in the entire matrix.
Five for five, no JSON drama. The native Gemini structured-output mode handles the schema constraint without prompting acrobatics.
Total spend was $0.76 — still well below every Claude model and both GPT-5.5 and Gemini 3.5 Flash.

Where to be careful.

Pricing wobbled. The CX benchmark hit $0.34 (13 tool calls) — 10x more than Crunchbase. Flash's instinct to over-call when the task is open-ended is real.
Marketing ($0.22) cost more than 5x Mistral's run. Reddit threads with long comment chains burn a lot of input tokens at Flash's per-token rate.
We didn't see any reasoning failures, but the model is documented to drop schema fields under high-context load. Worth verifying before production.

Results by agent

Five real jobs.

SalesSales Research Analyst

Get financials on a company

Passed

Find Hightouch on Crunchbase and return their total funding, last round type, and a one-line description.

Three tool calls, $0.032 — cheapest Sales pass in the matrix. Found the slug, hit Crunchbase, returned JSON. No second-guessing.

MarketingMarketing Research Analyst

Find what customers are recommending on Reddit

Passed

Read a real r/sales thread on enrichment tools and rank the top 5 by how many people recommended them.

Five tool calls, $0.22. Reddit threads bloat input context; Flash's per-token price is low but you still feel it on long threads.

CXCustomer Insights Analyst

Find what customers are complaining about

Passed

Pull Google Shopping reviews for AirPods Pro 2 (USB-C) and return the top 3 recurring complaints, with verbatim quotes.

13 tool calls, $0.34 — the splurge of the run. Flash decided to read more reviews than the rubric required. Result was correct.

CodingSenior Engineer Assistant

Read API docs and write working code

Passed

Read Stripe's official docs and write a real, working webhook-verification function in TypeScript.

Two tool calls, $0.093, clean implementation. Right-sized.

Web ScrapingSales Outreach Specialist

Scrape a competitor's pricing page

Passed

Scrape Apollo.io's pricing page and return every tier (Free, Basic, Professional, Organization) with name, price, and top 3 features.

Two tool calls, $0.077. All four pricing tiers, three features each, in order.

All models Run Gemini 3 Flash on your data