CRM workspace
112 synthetic leads, 52 companies, deals, activities, advanced views, and record-level history.
Try itOpsForge is a demo-first CRM and automation platform built to show how I approach data quality, lead routing, workflow reliability, and operational visibility.
The problem
Leads arrive from disconnected sources with duplicates, missing fields, inconsistent formats, and no reliable owner. Follow-up slows down, attribution becomes questionable, and failed workflows remain invisible.
What I built
Each capability is interactive in demo mode and honest about what is simulated.
112 synthetic leads, 52 companies, deals, activities, advanced views, and record-level history.
Try itWeighted quality score, review queue, normalization standards, and gated duplicate merges.
Try itA deterministic 0–100 model with every factor and point visible to operators.
Try itEditable, ordered territory and fit rules with capacity-aware assignment architecture.
Try itTrigger-condition-action builder, health metrics, retries, and dead-letter recovery.
Try itSigned endpoints, event logs, latency, response codes, retries, and safe demo replay.
Try itArchitecture
How AI is used
AI can draft a lead summary, surface likely objections, and recommend a next step. It does not set the deterministic score, merge records, or make the final routing decision.
What I learned
Normalize before matching; otherwise duplicates are a formatting problem disguised as an identity problem.
Scoring and routing earn trust when operators can inspect why a result happened and override it safely.
Retries without a dead-letter queue only delay invisible failures. Recovery needs ownership and context.
Explore the work
Open the interactive demo, move a deal, inspect a score, resolve a quality issue, or replay a synthetic webhook.