Every earnings call creates a window your competitors are racing through
The call ends. Management has spoken. Every analyst covering the stock is now doing the same thing—manually updating their model, reading a stack of broker PDFs, trying to reconcile what the CFO said against what they assumed in row 47.
That window is where investment decisions get made—or missed. It's also where most of the last three hours of your day disappear.
The average buy-side analyst spends 3 to 4 hours after each call doing work that should take 20 minutes. Multiplied across 15–20 companies during earnings season, that's not a workflow problem. It's a competitive disadvantage.
T+0
Call ends
Deconstructs every pixel of your packaging.
T+30m
8 broker PDFs land
Goldman, Kotak, Jefferies, CLSA—all with different price targets. You read them one by one.
T+90m
Your model is still stale
Transcript just dropped. Now you cross-reference what the CFO said against your margin assumptions.
T+3hrs
PM pings you for a revised target
You've been at it for hours. The market has already priced in most of the move.
Attends calls
Reads reports
Scenario analysis
Cites every line
You decide
One analyst. Every call. Every company.
ModelJiffy dials into earnings calls on your behalf — simultaneously, across your entire coverage universe. By the time you're ready to act, your models are already updated.
T+0
Call ends
Call ends. Management has spoken. The market starts moving. You're still on the call.
T+30m
First broker flash notes land
Full PDFs follow over the next few hours. Four other companies reported while you were on this call.
T+2hrs
Transcript drops
You begin cross-referencing guidance against assumptions — manually, row by row. The other four companies are still waiting.
T+3hrs
PM pings for a revised target
PM pings for targets. Plural. You've been on one model for three hours. The market has already moved.
What is ModelJiffy?
Five companies reported today. You were on one call.
While you were on the Infosys call, four other companies reported. ModelJiffy was on all of them.
T+0
Call ends
Management has spoken. The market starts moving. You're still on the call.
T+30m
8 broker PDFs land
Eight broker PDFs land with conflicting targets. You read them one by one.
T+90m
Your model is still stale
Transcript drops. You manually cross-reference guidance against assumptions.
T+3hrs
PM pings for a revised target
PM pings for the target. The market has already priced in most of the move.
What is ModelJiffy?
ModelJiffy is a financial intelligence agent that auto-updates your own Excel models by the time an earnings call ends. It pulls data from live call audio, broker PDFs, and your private thesis notes directly into your spreadsheet assumptions, collapsing the standard 3-hour manual grind into 20 minutes of focused work. Instead of hunting for numbers across scattered sources, you receive multiple decision-ready scenarios grounded in real-time data. This allows you to bypass manual data entry, finalize your target price, and beat the market while the call is still live.
ModelJiffy is the only agent built to bridge the high-stakes gap between a live call and an updated model
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Our 4 Step Process
Upload your sources
Drop in your existing Excel model, the earnings call, your broker PDFs, and your own notes from the Q&A. No formatting needed.
Every conflict gets flagged
ModelJiffy reads all your sources together and highlights every assumption in your model that doesn't match what management just said.
Multiple versions to test
You get a bull, base, and bear version of your model — each synthesized from multiple sources- call, broker views, and your own notes.
You decide, you finalise
Test the numbers that feel off. Apply your judgment. Lock in the version you believe. The thinking is yours — ModelJiffy just did the reading.
Why We Built ModelJiffy for Buy-Side Analysts
Proprietary Protection
Your existing model is the starting point, not a blank template. ModelJiffy works within the structure you've already built, so your logic, your assumptions, and your edge stay intact.
Multi-Source Reasoning
Your notes from the Q&A carry the same weight as the transcript and the broker reports. If you caught something in the call that the Street missed, it goes into the model.
Institutional Grade Security
Your model and your notes are yours alone. Everything runs in an isolated environment. Shorthills AI is SOC 2 and HIPAA compliant and also ISO 27001:2022 certified.
Parallel Coverage
ModelJiffy joins multiple calls simultaneously. During earnings season, it processes every company in your coverage universe simultaneously, so no call goes unanalysed because you were on another one.
Why We Built ModelJiffy for Buy-Side Analysts
Proprietary Protection
Your existing model is the starting point, not a blank template. ModelJiffy works within the structure you've already built, so your logic, your assumptions, and your edge stay intact.
Multi-Source Reasoning
Your notes from the Q&A carry the same weight as the transcript and the broker reports. If you caught something in the call that the Street missed, it goes into the model.
Institutional Grade Security
Your model and your notes are yours alone. Everything runs in an isolated environment. Shorthills AI is SOC 2 and HIPAA compliant and also ISO 27001:2022 certified.
Parallel Coverage
ModelJiffy joins multiple calls simultaneously. During earnings season, it processes every company in your coverage universe simultaneously, so no call goes unanalysed because you were on another one.
What the next three hours look like
Without ModelJiffy
Call ends. Transcript won't arrive for 2 hours. You take notes.
Eight broker PDFs land in your inbox. You read them one by one.
You manually cross-reference the CFO's margin commentary against row 47 of your model.
Your PM wants a revised target. Your model is still stale.
Four hours later, model updated. The market has already moved.
With ModelJiffy
Call ends. ModelJiffy has already processed it. Structured data is ready.
Broker PDFs synthesised into one Street View. You read one summary, not eight documents.
Every model discrepancy flagged automatically—with transcript citations. You verify, not hunt.
Three model scenarios ready to test. You pick the one your conviction supports.
Twenty minutes after the call, your PM has the revised target. You beat the market.
What the next three hours look like
Without ModelJiffy
Call ends. Transcript won't arrive for 2 hours. You take notes.
Eight broker PDFs land in your inbox. You read them one by one.
You manually cross-reference the CFO's margin commentary against row 47 of your model.
Your PM wants a revised target. Your model is still stale.
Four hours later, model updated. The market has already moved.
Covering 15 stocks
With ModelJiffy
Call ends. ModelJiffy has already processed it. Structured data is ready.
Broker PDFs synthesised into one Street View. You read one summary, not eight documents.
Every model discrepancy flagged automatically—with transcript citations. You verify, not hunt.
Three model scenarios ready to test. You pick the one your conviction supports.
Twenty minutes after the call, your PM has the revised target. You beat the market.
Covering 100 stocks
The Three Pillars of the BayesPair Suite
The BayesPair Suite is composed of three interconnected applications:
BayesConnect, BayesVision, and BayesCanvas.
BayesConnect: The Chat Tool
Converse. Collect. Connect.
What it does: Collects patient history via chat
BayesConnect is a chat assistant that collects patient and family details, together with their medical history. It makes family history-taking faster, simpler, and more accurate through a detailed and intuitive questionnaire. It guides users step-by-step, ensuring every relevant relationship and condition is captured effortlessly for downstream pedigree generation.
BayesVision: The Digitizer
See connections clearly.
What it does: Digitizes hand-drawn pedigrees
BayesVision uses advanced AI and computer vision to read and digitize hand-drawn pedigree charts. Built for precision and speed, it transforms complex family relationships into structured, editable digital formats for effortless updating and analysis. It converts your existing paper records into data-rich digital formats.
BayesCanvas: The Drawing Tool
Draw. Edit. Understand.
What it does: Creates and modifies digital family trees
BayesCanvas is an intuitive pedigree design platform that lets clinicians and researchers easily create, modify, and visualize family trees with clarity. Designed for genetic clinicians and consultants, it offers a flexible workspace for constructing accurate family trees. It's the central hub for visualizing and editing your hereditary data.
Full-stack automation (design → deploy)
Generate technical specs and project plans up front; auto-provision IAM roles, Glue triggers, jobs, and S3 layouts—no brittle manual scripts.
Zero-downtime snapshot + sync
Migrate historical data and continuously capture live changes with idempotent, resumable jobs for clean, repeatable cutovers.
Integrity by default
Built-in reconciliation (schema + data), precision/scale checks, and automated rollbacks protect production and ensure 1:1 fidelity.
Performance & cost optimization
Intelligent micro-batching and Iceberg compaction reduce tiny files, keep metadata lean, and sustain query performance at scale.
Frequently Asked Questions
Industry Recognition
20th Manchester Dysmorphology and Developmental Disorders Conference in Manchester, United Kingdom.