Iowa election markets beat the polls
A $5-limit university market outperformed 964 national polls in 74% of U.S. presidential-election comparisons between 1988 and 2004.
Source: Scientific AmericanCollective forecasting
Be precise on your big bets.
HiveForecast turns high-value Salesforce Opportunities into prediction markets, so revenue teams can capture hidden deal signals before the forecast call.
Reps and stakeholders trade virtual coins on outcomes, market prices become live probabilities, and leaders get auditable forecast signals without changing the core Opportunity workflow.
- Collective forecasting embedded directly into Salesforce
- Research-backed market mechanics for calibrated probabilities
- Engagement loops that keep deal knowledge visible and current
Salesforce-nativeDesigned for Opportunity records, reports, sharing rules, and admin workflows.
No real-money bettingUses virtual coins for engagement and scoring, not gambling or financial wagering.
Auditable signalsPrice moves, market state, and settlement events are built for review and coaching.
Prediction markets work!
History shows that prediction markets can model probabilities more accurately than other traditional methods at a fraction of the cost.
These stories show how prediction markets can be used to improve forecast accuracy and data quality.
HP employees beat official sales forecasts
A 20-30 person internal market on printer sales was closer to actuals than HP's official forecast in 6 of 8 tests, while exposing uncertainty bands.
Source: Mohr CollaborativeHollywood Stock Exchange matches film experts
Play-money traders on HSX produced box-office and Oscar predictions as accurate as professional forecasters, proving incentives matter more than cash.
Source: Artificial MarketsGoogle's markets stay calibrated
Googlers logged 175k forecasts on ship dates, COVID, and tech trends; probabilities stayed close to perfect calibration months ahead of resolution.
Source: Google Cloud BlogForecast better with HiveForecast!
Opportunities above a certain threshold become a lightweight collective forecasting market. Reps trade virtual coins, the system updates probability curves, and outcomes settle automatically.
Want to inspect the market math first? Open the LMSR playground to simulate liquidity, prices, and trade impact.
Spin up markets automatically
When an Opportunity is created and its value is above a defined threshold, HiveForecast creates a market seeded at the 33% base rate with an owner stake.
Let everyone bet with coins
Teammates buy Yes or No shares, seeing cost and price impact before they confirm.
Close fairly, settle cleanly
Markets lock 48 hours before the close date or stage change; only eligible trades settle, late trades auto-refund.
Reward calibrated forecasters
Settlement updates wallets, leaderboards, and quantifiable calibration scores so admins can see who consistently calls it right.
Salesforce-native integration
Embed the market panel directly on the Opportunity page, launch trades through a guided ticket, and keep teams aligned with portfolio and leaderboard views.
Security and trust
Built for controlled Salesforce forecasting pilots
HiveForecast is positioned as a Salesforce-native forecasting layer: it creates market signals around Opportunities while respecting the customer controls already in Salesforce.
Access follows Salesforce
Apex runs with sharing, enforces CRUD and field-level security, and keeps forecast visibility aligned with your org model.
Virtual coins only
Coins are an internal engagement mechanic. No real currency changes hands, and balances are used for scoring and coaching.
Auditable market activity
Trades, price movements, locks, refunds, and settlements are designed as reviewable business events rather than black-box scores.
Opportunity data stays pristine
HiveForecast adds market-derived context alongside your existing CRM fields instead of overwriting sales-stage data.
Ready to ship forecasting people actually want to do?
Start with a focused Salesforce pilot for a segment of high-value Opportunities, then review accuracy, participation, and data-quality lift before expanding. Pilot scope and production pricing are discussed during evaluation.
Book a demoFrequently asked questions
How do the coins work?
Every user starts with a wallet of 1,000 virtual coins. Trades debit and credit the ledger, but no real currency changes hands.
Can users lose real money?
No. Coins are play-money incentives designed to drive engagement and provide insightful signals without real-money wagering.
How are probabilities computed?
HiveForecast uses an LMSR automated market maker. Liquidity is tuned via the “b” parameter so admins control how quickly prices move.
What stops last-minute betting?
Markets stop accepting new trades 48 hours before the Opportunity close window. Any trade newer than that is automatically refunded at resolution.
Does HiveForecast change Opportunity fields?
No. We display market-derived insights alongside your existing fields, keeping your pipeline pristine while enhancing context.
How is data access controlled?
Forecast data respects Salesforce sharing rules. Apex runs with sharing, enforces CRUD/FLS, and uses platform events for auditable updates.
How long does a pilot take?
A focused pilot can start with one segment, threshold, and market template so the team can evaluate participation and forecast signal quality before a broader rollout.
What security review material is available?
We can walk through the Salesforce data model, Apex sharing behavior, field access checks, event audit trail, and deployment assumptions during evaluation.
Can I try the market math?
Yes. The LMSR playground lets you simulate liquidity, price movement, and trade cost before you see the Salesforce workflow.
Book a demo
See HiveForecast in action with your Opportunity lifecycle. We’ll walk through setup, collective forecasting mechanics, and how quantifiable calibration insights plug into your forecast cadence.
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