Vizly vs Zig (formerly MarkovML)

Vizly turns spreadsheet uploads into charts and statistical answers through a chat interface. Upload Excel, CSV, or SPSS files, ask questions in plain language, and get interactive Plotly visualizations, regression lines, and correlation matrices back. A private Python sandbox handles machine learning when you need more than summary stats.

Where Tableau and Looker focus on dashboards you configure by hand, Vizly leans on conversational analysis. You describe what you want to know and the app generates visuals on the fly. The trade-off is less pixel-perfect dashboard control in exchange for faster exploratory analysis.

Vizly suits students, analysts, and researchers in healthcare, finance, and genetics who need quick charts without writing notebook code. Premium adds unlimited messages, persistent files between sessions, and high-performance coding environments for heavier workloads.

Zig, formerly MarkovML, gives sales teams a crew of AI assistants that research prospects, draft outreach, prep meetings, send follow-ups, and log CRM updates while reps approve the work. The markovml.com domain now points visitors to Zig.ai, where the product covers research, outreach, meetings, follow-up, CRM sync, and pipeline monitoring in one revenue operating system. It connects to CRMs, inboxes, calendars, and outreach tools your team already uses.

Most sales stacks split those jobs across Apollo, Gong, Salesloft, and a notetaker that reps have to open manually. Zig runs in the background through email, Slack, phone, and the ZigMobile app, surfacing approval cards before messages send and claiming 60+ hours back per rep each month with 95% CRM accuracy. Pricing is outcome-based with unlimited users, not per-seat licenses, and execution pools carry forward instead of expiring unused.

Starter Team runs $799 per month on a 12-month agreement with 3,000 ZigLead enrichment credits and 25,000 AI outbound emails. Growth Team adds higher volume and a dedicated customer success engineer at $1,199 per month. Enterprise teams get custom capacity, SOC 2 Type II, SSO, and forward-deployed engineering through the Enterprise Forward Deployment program.