Aplum AI helps product teams turn model behavior into launch evidence: Decide shows how context and stakeholder framing change answers, Analyst packages the results, and Innovate creates the next tests worth running.
Framing checksEvidence reportsNext tests
Launch readiness console3 agents active
Aplum Decide
Compare decision frames
Run the same question through finance, legal, support, and product lenses.
Sample use casesPricing change reviewPolicy exceptionCustomer escalation
Aplum Analyst
Package the proof
Turn runs, files, and failures into a launch-ready narrative.
Sample use casesFailure summaryPass-rate and cost chartsFull-file evidence review
Aplum Innovate
Close the gaps
Turn weak spots into batteries your team can rerun.
Sample use casesOnboarding batteryEdge-case promptsSaved preview question
Open Aplum AI
Access your launch-readiness workspace.
Verify your email
Open the verification link sent to your email. In local console mode, the link is printed in the server output.
New accounts start locked until a plan is selected, keeping private workspace data and admin settings separate from visitor access.
AI product workspace
Turn model tests into product decisions.
Launch with confidence. Launch with aplomb. Run model tests, compare real providers, use full-file prompts, and move from raw outputs to launch decisions, evidence reports, and stronger next tests.
Aplum DecideAplum AnalystAplum Innovate
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BYOKProvider billing
Aplum agent workflowProduct mode
Decide
Compare decision frames
See how context and stakeholder lenses change model answers.
Sample use casesPricing change viewed by finance, legal, and support.Policy exception reviewed from customer and compliance angles.Provider choice checked for framing-sensitive advice.
Analyst
Explain the evidence
Convert queued results into reports, charts, and exports.
Sample use casesExplain failed prompts from a release battery.Build charts for model pass rate, cost, and latency.Package full-file results for a product review.
Innovate
Build the next test
Use gaps and goals to generate better batteries or questions.
Sample use casesCreate edge cases for onboarding or support workflows.Turn weak categories into next-release tests.Preview and save a single high-value test question.
Ready for reviewLaunch recommendation, product summary, and next test plan in one workspace.
Designed for product teams
DEC
Make launch calls
Use Decide to compare options, risks, and decision frames before customers are affected.
ANA
Share product summaries
Use Analyst to explain model runs, file handling, and changes in language your team can act on.
INN
Improve the test plan
Use Innovate to turn goals and gaps into sharper tests for the next release cycle.
1Frame the product question
Start with a manual battery, generated items, files, or a spreadsheet upload.
2Run the product test
Send each case through selected models and keep every result tied to the right product question.
3Act on the recommendation
Review quality, variance, latency, cost, and decision stability in one place.
Decide
Launch decision support
Measures trust score, variance, and recommendation flips before a business call depends on a model.
Sample use casesApprove a vendor or policy with stability evidence.Find which decision frames change the answer.Export a decision evidence workbook.
Analyst
Stakeholder-ready reports
Turns queued results, Decide runs, and full-file cases into charts, findings, and downloads.
Sample use casesReport why a model failed a product workflow.Compare models by pass rate, cost, and latency.Build a PDF, deck, spreadsheet, or markdown summary.
Innovate
Test pipeline growth
Reviews batteries and Decide history, then drafts batteries or questions you can accept into the library.
Sample use casesGenerate a battery for a new product workflow.Turn known gaps into targeted regression tests.Draft and save one question into an existing battery.
Select Battery
Pick the prompt battery or file case Aplum AI should grade against.
Select Models
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Use a focused set for quick checks or a wider panel for release decisions.
Run is ready
Aplum AI will run every selected case against every selected model.
Running...
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Decision variance
Aplum Decide
Score how much a model's guidance shifts across the approved decision method.
Decision Question
Evaluator Instructions
Admin-only. Guidance the evaluation agent follows when it adapts each decision frame into a prompt for the model under test.
Decide Report
Add Frame
Recent Runs
Frame Admin
Only admins can edit the frame library. Active frames are used automatically in Decide runs.
Evidence review
Results
Search, inspect, re-grade, export, and queue model evidence for Analyst.
Aplum Analyst Search
Search results and drag, swipe, select, or add them to the Analyst queue.
Results
Drop a result here for Analyst context • 0 queued
Model
Prompt
Rule
Response
Grade
Explanation
Cost
Latency
Analyst
Live comparison
Multi-Model Chat
Probe selected models side by side with shared prompts and separate histories.
Chat History
New Chat - Select Models
0 selected
Models with reasoning controls can be tuned per model.
Chat Session
$0.0000
0 selected
Test Item Draft
No chat documents attached yet.
Attach up to 5 files for this draft only. Aplum AI will extract the useful text for the draft model.
Generating test item
Reading chat evidenceApplying contextDrafting prompt and rule
Review the generated item.
If it fits, choose an existing battery or enter a new battery name and save it. If it misses the mark, update the focus or documents and regenerate.
Prompt library
Batteries
Manage the test sets that define your evaluation standard.
Innovate uses the selected model's provider API key.
Innovate is reviewing the workspace
Reading batteriesFinding gapsDrafting directions
Innovate Chat
Ask Innovate how to shape a battery, then preview the result before accepting it.
Preview
Recent Batteries
Workspace control
Settings
Tune models, grading, runtime limits, and account-owned provider credentials.
API Keys
These provider keys power runs, chat, Decide, Search, Analyst, and Innovate for your account only. Customer accounts use their own keys; Aplum AI does not charge provider usage to the app owner's keys.
Models
Aplum AI checks provider catalogs and hides models that are no longer listed by the provider.
Provider catalog
No refresh run yet.
hours
Grading
Aplum Analyst
Admin controls for which paid plans can run Analyst reports.
Aplum Innovate
Admin controls for which paid plans can use Innovate recommendations and battery construction.
Agent Knowledge
Admin-only private instructions and documents used by Analyst and Innovate without exposing Aplum AI IP to users.
Performance
Access and billing
Account
Manage your signed-in account, subscription, and plan limits.
Profile
Subscription
Research Use
Research Use is optional at the product level. It lets authorized Aplum AI personnel review prompts, files, responses, failed cases, scores, and metadata to develop measurements such as Interpretive Degrees of Freedom. Only opted-in accounts are included in research exports.
Operator controls
Admin
Review accounts, subscription state, and product access.
Users
Research Studies
Only accounts with Research Use enabled are included in participant counts and exports.
Model intelligence
Analytics
Track model quality, dimensions, stability, cost, token volume, latency, and recent run economics.
Filters
Summary
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Total Cost
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Total Tests
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Total Tokens
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Avg Cost/Test
Model Signals
Plain-language model profiles from runs and Decide.
Prompt Dimensions
Uses prompt categories and tags as today's dimensions.
Decision Stability
Shows which Decide frames move answers the most.
Next Best Tests
Cost Over Time
Cost by Provider
Cost by Model
Recent Runs
Evidence analyst
Aplum Analyst
Ask the Search agent for evidence, queue the useful items, and generate saved reports from the same workspace.
Search Evidence
Analyst Report
Analyst Queue
Drag, swipe, or add search results here as Analyst context.
New Analysis
Analyst uses the selected model's provider API key.
Analyst is reading the queue
Reading evidenceRunning statsDrawing charts
Guided Build
Report Builder
Click any chart, metric, bullet, or paragraph in the Analyst output to add it here.
Saved Reports
Source data
Database
Inspect Aplum AI data directly or ask natural-language questions.
Info
Ask a Question
Ask questions in plain English and AI will generate the SQL query for you.
