Analytical engineTier 1
Linear Optimization
What price maximizes revenue, profit, and the tradeoff between them?
Try in ClaudeBuilder block readypricing optimization
Templates should prove the product
A showroom for interactive artifacts, not a catalog of promises.
IterFact should feel different the second this page loads. These templates now lead with live HTML behavior, a visible before/after, and clearer first-win paths instead of asking people to imagine what the artifact might become.
Free-preview starts2
Interactive HTML demos19
Default promiseArtifact first
Before and after
What most AI tools leave you with vs what IterFact should hand back.
Proof, not promise
Typical raw output
# Cotton Market Research
- supply is under pressure in Texas
- export demand is stabilizing pricing
- margin risk remains elevated for premium apparel
- freight normalization matters more than tariffs
Good content. Weak artifact.
IterFact artifact
Cotton market pressure report
Commodity research with KPI strips, findings, timelines, and a verdict that survives sharing.
Executive summaryClaimsEvidenceWhat to do next
Supply pressure73
Margin exposure+4.8%
ConfidenceHigh
Finding 01Retail prices lag commodity spikes by 5-7 weeks.
Finding 02Export demand is stabilizing the downside scenario.
Finding 03Freight recovery matters more than tariff noise.
Live HTML surface with switching views, not a screenshot.
Best first wins
Three templates that make the product click fastest.
X Analytics
X Analytics Content CSV exports, reply-versus-original analysis, and shareable social-performance artifacts that stay interactive after publish.
StartWorkspace
Modes2
Signature templateWorkspace first
X Analytics
X Analytics Content CSV exports, reply-versus-original analysis, and shareable social-performance artifacts that stay interactive after publish.
Bring your dataHosted artifact
Digital business card
A polished first artifact that feels personal immediately and is worth saving.
ProfileProjectsShareable link
SM
Sarah Mercer
Revenue systems consultant
northlineadvisory.comChicago · Available for advisory
Book introSee projects
Selected projects
Pricing strategyBoard reportingAI workflow rollout
14active client systems live this quarter
Fastest first winWorkspace first
Digital business card
Turn eight fields into a polished hosted business card you can preview free before you ever create an account.
Fill a short formHosted artifact
Notes Pass
Turn whiteboards, call notes, and pasted text into a structured brief before spending credits.
PasteClarify intentPreview brief
Raw notes
Sales sync · Apr 17
Preview crash blocks share flow
Recipient routing should support multiple viewers
Structured brief
Launch-readiness summary
Share flow is blocked by a preview crash
Recipient routing is still single-user only
The core issue is clarity, not missing controls
Messy input to structureWorkspace first
Notes Pass
Upload notes or paste text, tell IterFact what you want, preview the structured result, then generate a hosted artifact.
Fill a short formHosted artifact
Showroom gallery
Filter the inventory by what people actually want to make.
The cards below are miniature live HTML surfaces. They should already feel closer to the final artifact than a screenshot or a spec sheet.
Business Structure Guide
Guided decision tool with entity tradeoffs, comparison logic, and a recommendation.
GoalTradeoffsRecommendation
Best fitC-Corp
Best for venture financing and future QSBS upside.
Investor readyStrong
Tax flexibilityMedium
ComplexityModerate
customTry it free
Business Structure Guide
An interactive guide for any founder or business owner to understand and choose the right U.S. corporate structure. Covers C-Corp, LLC, S-Corp, and…
Fill a short formInteractive HTML artifact20 credits
Chess Trainer
Invite an IterFact connection into a server-authoritative chess room, play legal moves only, and review a live chess dashboard.
StartWorkspace
Modes1
toolsWorkspace first
Chess Trainer
Invite an IterFact connection into a server-authoritative chess room, play legal moves only, and review a live chess dashboard.
Fill a short formInteractive HTML artifact
Digital business card
A polished first artifact that feels personal immediately and is worth saving.
ProfileProjectsShareable link
SM
Sarah Mercer
Revenue systems consultant
northlineadvisory.comChicago · Available for advisory
Book introSee projects
Selected projects
Pricing strategyBoard reportingAI workflow rollout
14active client systems live this quarter
Fastest first winWorkspace first
Digital business card
Turn eight fields into a polished hosted business card you can preview free before you ever create an account.
Fill a short formInteractive HTML artifact20 credits
Florida Powers of Ten Story
A Florida-only shareable story template that resolves one parcel, layers in city and county market context, and publishes the result as a polished artifact without inventing unsupported claims.
StartWorkspace
Modes1
real estateWorkspace first
Florida Powers of Ten Story
A Florida-only shareable story template that resolves one parcel, layers in city and county market context, and publishes the result as a polished…
Fill a short formInteractive HTML artifact
Florida Property Snapshot
A SQL-backed Florida property snapshot template with exact-address autocomplete that saves a resolved parcel report into your library as a shareable artifact.
StartWorkspace
Modes1
real estateWorkspace first
Florida Property Snapshot
A SQL-backed Florida property snapshot template with exact-address autocomplete that saves a resolved parcel report into your library as a shareabl…
Fill a short formInteractive HTML artifact
Funnel revenue calculator
Funnel revenue modeling, offer stacks, attach-rate planning, SaaS economics, and business-case walkthroughs.
StartWorkspace
Modes2
salesWorkspace first
Funnel revenue calculator
Funnel revenue modeling, offer stacks, attach-rate planning, SaaS economics, and business-case walkthroughs.
Bring your dataInteractive HTML artifact
Heads-Up Poker Trainer
Invite an IterFact connection into a server-authoritative heads-up poker decision room, play live hands, and save durable player reports.
StartWorkspace
Modes1
toolsWorkspace first
Heads-Up Poker Trainer
Invite an IterFact connection into a server-authoritative heads-up poker decision room, play live hands, and save durable player reports.
Fill a short formInteractive HTML artifact
Link Vault Digest
Save links as private IterFact source artifacts with provenance intact.
StartWorkspace
Modes2
linksWorkspace first
Link Vault Digest
Save links as private IterFact source artifacts with provenance intact.
Bring your dataInteractive HTML artifact
LinkedIn Network Intelligence
Relationship map, warm-intro opportunities, and concentration gaps in one surface.
ClustersWarm pathsCoverage gaps
YouVP RevFounderOps LeadAdvisor
2 warm introductions into target accounts
1 cluster overloaded around a single connector
Top cluster: RevOps leadersGap: procurement + healthcare buyers
Relationship analysisWorkspace first
LinkedIn Network Intelligence
Frozen structure, updated insights. Same shell every time, only the network data changes.
Bring your dataInteractive HTML artifact
Live Cash Trainer
Train live $1/$2 cash decisions with animated hands, hidden outcomes, pot odds, implied odds, and table-profile reads.
StartWorkspace
Modes1
toolsWorkspace first
Live Cash Trainer
Train live $1/$2 cash decisions with animated hands, hidden outcomes, pot odds, implied odds, and table-profile reads.
Fill a short formInteractive HTML artifact
Live weather brief
Connected forecast rendered as a briefing instead of a raw API response.
NowNext windowWeather risk
68°
Windy with sun
Forecast confidence 91%
api connectedWorkspace first
Live weather brief
Quick live weather pages, travel or event snapshots, city briefings, and proving that IterFact can fetch structured API data and save the resulting…
Bring your dataInteractive HTML artifact
Notes Pass
Turn whiteboards, call notes, and pasted text into a structured brief before spending credits.
PasteClarify intentPreview brief
Raw notes
Sales sync · Apr 17
Preview crash blocks share flow
Recipient routing should support multiple viewers
Structured brief
Launch-readiness summary
Share flow is blocked by a preview crash
Recipient routing is still single-user only
The core issue is clarity, not missing controls
Messy input to structureWorkspace first
Notes Pass
Upload notes or paste text, tell IterFact what you want, preview the structured result, then generate a hosted artifact.
Fill a short formInteractive HTML artifact2 credits
Real Estate CMA Workbench
Run a Florida public-record CMA from address or parcel ID, inspect comparable sales, source links, pricing posture, and a prototype days-to-sell curve.
StartWorkspace
Modes1
real estateWorkspace first
Real Estate CMA Workbench
Run a Florida public-record CMA from address or parcel ID, inspect comparable sales, source links, pricing posture, and a prototype days-to-sell cu…
Fill a short formInteractive HTML artifact
Cotton market pressure report
Commodity research with KPI strips, findings, timelines, and a verdict that survives sharing.
Executive summaryClaimsEvidenceWhat to do next
Supply pressure73
Margin exposure+4.8%
ConfidenceHigh
Finding 01Retail prices lag commodity spikes by 5-7 weeks.
Finding 02Export demand is stabilizing the downside scenario.
Finding 03Freight recovery matters more than tariff noise.
Deep-research outputWorkspace first
Research report
Turn research notes, sources, or structured findings into an interactive briefing artifact.
Bring your dataInteractive HTML artifact10 credits
Akamai quarterly revenue board
Executive dashboard with KPIs, scenario control, and mix visibility in one object.
Revenue$4.12B
Security mix72%
Ops margin30.2%
Quarterly revenueBase case
Mix signalSecurity now drives 72% of board narrative.
Operator readSlider changes revenue live without rebuilding the shell.
Board-ready reportingWorkspace first
Revenue dashboard
Turn revenue data into a dark, board-ready interactive KPI dashboard.
Bring your dataInteractive HTML artifact8 credits
Scenario slider panel
Lightweight sensitivity control that changes the dashboard without changing the shell.
Output$675K
ConfidenceBase
panelWorkspace first
Scenario slider panel
Adding a scenario input preview to the bottom of a revenue or KPI-led dashboard.
Bring your dataInteractive HTML artifact
Seller Pricing / Days-to-Sell Advisor
Model a seller's list price against probability of selling by 15/30/60/90 days, then invert the curve to discuss price needed for a target timeline.
StartWorkspace
Modes1
real estateWorkspace first
Seller Pricing / Days-to-Sell Advisor
Model a seller's list price against probability of selling by 15/30/60/90 days, then invert the curve to discuss price needed for a target timeline.
Fill a short formInteractive HTML artifact
Stock Expectations Workbench
Pull a supported ticker, inspect SEC-derived fundamentals, and test what growth and FCF margin the current price appears to imply.
StartWorkspace
Modes1
financeWorkspace first
Stock Expectations Workbench
Pull a supported ticker, inspect SEC-derived fundamentals, and test what growth and FCF margin the current price appears to imply.
Fill a short formInteractive HTML artifact
X Analytics
X Analytics Content CSV exports, reply-versus-original analysis, and shareable social-performance artifacts that stay interactive after publish.
StartWorkspace
Modes2
Signature templateWorkspace first
X Analytics
X Analytics Content CSV exports, reply-versus-original analysis, and shareable social-performance artifacts that stay interactive after publish.
Bring your dataInteractive HTML artifact
Analytical engines
Interactive decision engines belong in templates too.
These are not a separate product. They are reusable analytical engines you can run in Claude, open from Atlas, and use inside the builder as full-engine blocks.
Full-size proof
Touch one artifact in place before you commit to the workflow.
Signature template
X Analytics
Social analytics should feel like a live artifact, not a spreadsheet export or a static screenshot. This template turns raw X data into something worth sharing.
- Uses bring your data as the starting point.
- Returns a hosted artifact worth saving.
- Starts inside the workspace because the artifact is the product.
X Analytics
X Analytics Content CSV exports, reply-versus-original analysis, and shareable social-performance artifacts that stay interactive after publish.
StartWorkspace
Modes2