Where We're Going
What is live now,
what is next,
and what is ahead.
Chainworthy is a live, production platform. The capabilities on this page represent where we are today and where the platform is heading, described as precisely as we can, without overstating what exists right now or underselling what's coming.
Live today
The following capabilities are operational in the current Chainworthy platform.
Goals & Goal Canvas
Set growth goals in plain language and run them on the Goal Canvas: one workspace per goal for KPI progress, data-triggered recommendations, actions, activity, and the weekly goal briefing. Goals give the platform a destination and make every recommendation more relevant to what your team is trying to accomplish.
Data Upload & AI Profiling
Upload structured data files (CSV or Excel), including single-use uploads, new recurring datasets, and incremental adds to existing recurring datasets. The platform validates before ingestion, profiles every column, and surfaces Findings automatically. No manual mapping required.
KPI Assist
Define meaningful business metrics in plain language. The AI proposes the formula, refines the definition, and generates the underlying SQL. Trend charts and tabbed Findings follow automatically. Projections appear where your data supports them. No data engineering required.
Findings
Signals in your data for anomalies, trends, and data quality issues, ranked by severity and business impact. Findings surface on KPI detail and from processed datasets after every upload.
Recommendations
Prioritized recommendations generated when your data changes or when you propose an idea for analysis. Each can include projected revenue, EBITDA, or enterprise value where your data supports it, with transparent assumptions, specific actions, and implementation timelines. Linked to your active goals on the Goal Canvas.
Ask Chainworthy
Natural language Q&A grounded in your goals, KPIs, datasets, Context Library, and platform knowledge base. Available as a full page and as a docked assistant on most surfaces. Sources cited in every response.
Context Library & Platform Knowledge Base
Dual grounding on every analysis: 30+ years of domain expertise from the platform knowledge base, plus your private Context Library (tenant documents, datasets, goals, and recommendation history). Both inform recommendations, Findings, and Ask Chainworthy simultaneously.
Multi-Tenant Security
Dedicated Snowflake database per customer. Complete data isolation. Every AI interaction auditable. Network-level IP allowlisting enforced.
Automated Data Integrations
Pre-built connectors for Salesforce, HubSpot, and other major platforms enable automated data ingestion with no manual exports or file uploads required. Available on Navigator Pro and Enterprise GPS plans. Custom integrations beyond pre-built connectors are available and quoted separately.
In development
The following capabilities are in active development and will be released in the near-to-medium term.
Enhanced Goal Proximity Ranking
Recommendations engine upgrade to rank more explicitly by goal proximity, surfacing the actions most likely to move your specific active goals forward first on the Goal Canvas.
Proactive Alerts & Notifications
Threshold-based alerts when KPIs move outside expected ranges, new high-priority recommendations are generated, or data quality issues require attention. In-app notifications exist today; expanded delivery via email and SMS is in development.
On the horizon
The following represent Chainworthy's longer-term product direction. These are roadmap capabilities, not live features today.
Blockchain Verification Layer
Not live today. Chainworthy holds US Patent No. 12,125,040 for a blockchain-based consensus methodology designed to create immutable, auditable records of enterprise value creation. This patent protects the roadmap architecture; the capability itself is planned, not shipped.
The roadmap begins with monthly KPI snapshots anchored to an immutable ledger, progresses to multi-party internal verification, and eventually extends to external stakeholder nodes including PE sponsors and channel partners. This would connect inputs (data uploaded, KPIs defined), actions (recommendations implemented), and outcomes (measured results) in a way that cannot be altered after the fact.
Timeline (directional): Phase 1 (immutable logging) targeted 6–12 months post-MVP. Full multi-party verification at 18–24 months.
ML Forecasting & Predictive KPIs
Statistical forecasting models applied to KPI trends, enabling Chainworthy to surface not just what is happening but what is likely to happen, and to flag deviations from predicted trajectories before they become problems.
Snowflake Native App Distribution
Packaging Chainworthy as a Snowflake Native App for distribution through the Snowflake Marketplace, allowing Snowflake customers to deploy Chainworthy directly within their existing Snowflake account without any data movement or external integration.
Autonomous Execution Layer
Longer-term vision: specialized execution workflows operating with human-in-the-loop approval flows, moving Chainworthy from a platform that recommends actions to one that can execute them, measure results, and reinvest learnings automatically.
A word on how we communicate roadmap
We publish this roadmap because we believe enterprise buyers deserve to know the difference between what exists and what is planned. We do not claim capabilities as current features when they are future developments, and we do not bury what's missing in fine print.
The roadmap reflects our best current thinking. Priorities shift based on customer feedback and market conditions. If a specific capability is important to your evaluation, ask us directly. We will give you the honest state of development, not a sales answer.
Shipping today, with a clear roadmap ahead.
See what Chainworthy can do today on the Goal Canvas, and where it is headed.