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PHASE 01 AI BUDGET ADVISOR

Plan your AI budget
before the bill arrives.

Describe your workflow. Compute Atlas estimates usage, compares compatible model strategies, and turns the result into a shareable budget case.

Start free estimate
YOUR ESTIMATE

AI support assistant

Live calculation
Compatibility filter appliedTool calling · Structured output
7 eligible
Budget cap$500$384 room vs all-traffic plan
PriorityBalance cost, quality and speedUsed as recommendation context
Regional preferenceNo region preference7 origin matches
RECOMMENDED DECISION

Start routine requests on Mistral Small 3.1.

Escalate harder or higher-risk requests to Gemini 2.5 Flash. Estimated blended spend: $41.96 / month.

  • Use Gemini 2.5 Flash if you want one model handling all traffic.
  • Escalate about 20% of traffic based on this workflow.
  • $74.03 lower than the all-traffic baseline.
All-traffic baseline spend$115.99includes input and output token costs if all traffic uses Gemini 2.5 Flash
LOW
$87EXPECTED
$116HIGH
$174

Usage range: 75%–150% of your expected assumptions

MONTHLY REQUESTS129.6KIncludes 8% retry traffic
STRATEGY COST / USER$0.004220% escalated
12-MONTH STRATEGY COST$89710% monthly growth
STRATEGY GROSS MARGIN100.0%Before all non-model costs
Why model choice matters
Model prices range by $851.34 / month for this estimate.

This shows how much model choice can change your bill. It is not guaranteed savings: test quality, speed, retries and privacy before switching.

LOWEST COST FITMistral Small 3.1$23.46 / month · capability compatible
BUDGET FITMistral Small 3.1$23.46 / month · within monthly cap
ALL-TRAFFIC BASELINEGemini 2.5 Flash$115.99 / month · selected for forecast
02

Start / escalate strategy

Start routine FAQs on the cheaper model, then escalate account, complaint, or non-FAQ cases.

START HEREMistral Small 3.1

$23.46 / month estimate. Good first test for FAQs, routine triage, and repeatable customer questions.

Open provider
ESCALATE WHEN NEEDEDGemini 2.5 Flash

$115.99 / month if used for all traffic. Use selectively for angry customers, account-specific issues, and complex technical cases.

Open provider
BLENDED STRATEGY ESTIMATE$41.96 / month

Assumes about 80% starts on Mistral Small 3.1 and 20% escalates to Gemini 2.5 Flash.

COMPARED WITH ALL-TRAFFIC BASELINE$74.03 lower

The all-traffic baseline remains the cost if every request uses Gemini 2.5 Flash.

Switch or escalate when:
  • the answer needs account, order, CRM, database, or other tool lookups
  • the first answer fails schema, JSON, or required-format checks
  • customer is upset, high-value, or asks a non-FAQ question
  • the first answer fails a quality check or the user asks for a retry

Some provider links may become partner links. Recommendations should remain based on fit, cost, and testing results.

03

Budget-fit model options

Public list prices for the same workload, filtered by compatible capabilities.

Open table · 7 compatible

Tap a company chip to filter the model list. Tap a model row action to change the planning strategy.

No region preference: 7 compatible models match this origin lens. This is a discovery aid, not proof of regional availability, data residency, or hosting location.

MODELEST. SPENDRELATIVE COSTUNIT COSTACTIONS

Showing 6 of 7 compatible models ranked by estimated monthly spend. Use the row buttons to choose the all-traffic plan, routine starter, or hard-case escalation model.

M
Mistral Small 3.1Mistral · Europe · via Mistral · economy
$23.46/ month
$0.0023/ user
Source
G
Gemini 2.5 Flash-LiteGoogle · United States · via Google · economy
$26.31/ month
$0.0026/ user
Source
O
GPT-4.1 miniOpenAI · United States · via OpenAI · economy
$105.24/ month
$0.0105/ user
Source
G
Gemini 2.5 FlashGoogle · United States · via Google · balanced
$115.99/ month
$0.0116/ user
Source
A
Claude 3.5 HaikuAnthropic · United States · via Anthropic · economy
$233.28/ month
$0.0233/ user
Source
O
GPT-4.1OpenAI · United States · via OpenAI · premium
$526.18/ month
$0.0526/ user
Source

Checking live model prices from Models.dev. Fallback prices are shown until the live catalog finishes loading.

04

Growth pressure test

Expected monthly spend using your start/escalate strategy.

$897 total
M1
M2
M3
M4
M5
M6
M7
M8
M9
M10
M11
M12
MANAGEMENT OUTPUT

Ready to share the budget case?

Download the current approval draft for internal review. A paid polished report should only launch once it produces a clearly better management pack than this draft.

Need more planning runs?

Free users can test the planner with limited AI-assisted analyses. Paid access will be added after account-based usage tracking is connected.

  • $3 AI analysis pack: 25 extra AI workflow analyses.
  • $9/mo Lite planning access: 100 AI workflow analyses per month plus report access.
Payments are not live yet. The current limit is a soft browser-based test limit.
05

Share anonymous planning signal Optional

Consented signals for future workflow trend reports.

Open

Email is optional. Submitting here saves it with your consented signals, but it does not send a newsletter yet. Your full prompt text is not submitted.

Only structured signals are sent. Full prompt text is not submitted.

These are planning, estimate-feedback and self-reported testing signals tied to a normalized workflow intent: category, tags, region, priority and generated summary. Verified usage comes later through bill imports, integrations, or routing.

OPEN METHOD NO BLACK BOX

A forecast you can audit.

requests=users × requests per user × retry adjustmentmodel cost=(input tokens × input rate) + (output tokens × output rate)

Every result is derived from the assumptions you can see. Typing stays in the browser; optional AI analysis uses only your workflow description to estimate planning assumptions. Local rules are used when AI is unavailable. No recommendation claims that a cheaper model is equally capable.

BUILT TO GROW CUSTOMER VALUE FIRST

Plan now. Monitor and optimize later.

Compute Atlas begins with transparent forecasts. Future customer features can compare forecasts with actual bills and identify evidence-backed savings.

01 Plan costs02 Monitor spend03 Optimize safely