Liken’s Daily Report gives operations a quick, standardized summary immediately, with live wells organized across multiple tabs so nothing is missed at the start of a shift or a morning meeting. Alongside it, the Fleetwide Comparison view lets teams benchmark performance against offsets in the ways that matter most to them, including by formation top, hole section and supplier, so a rig’s performance is always read in context rather than in isolation.

Because both views draw from the same underlying data integration layer, there is no manual compiling or reconciling required. Engineers spend their time interpreting results instead of assembling them, and managers get a fleet-wide view that keeps every team, from the rig site to the head office, working from the same numbers.

Liken’s BHA Comparison and Offset Comparison tools bring that history into one place. Engineers can compare BHA performance against offsets by formation top, hole section or supplier, and plot offset data by time or depth alongside NPT, casing, BHA and formation information. Bit forensics combine supplier photographs with dysfunction data pulled directly from Sentinel RT®, so wear patterns and drilling behavior are reviewed side by side.

Build and turn rate analysis is merged with rotate/slide and formation data to explain directional performance, and physics-based torque and drag (T&D), surge/swab, and critical RPM models, calibrated to field data, give planners a grounded basis for the next well’s design rather than a theoretical one.

The KPI Explorer gives engineers custom, sharable templates that group data by pad, rig, formation and more, with multi-view linking driven by a single master plot. It tracks more than 40 parameters, including whirl, loss detection, ECD, torque and gain/loss, and exposes ILT and NPT using both real-time and daily report data, so nothing is missed just because it only appeared in one source.

Benchmarking layers in annotated DVD curves and drilling-time comparisons against P50/P90 and best-in-class estimates, with wells grouped and normalized by pad, rig, formation or hole size in seconds rather than hours. Because templates are sharable across the team, one engineer’s analysis method becomes the whole team’s standard, not a one-off spreadsheet that lives on a single laptop.

The Time Log Dashboard gives a visual breakdown of time by rig, phase and NPT category, with trends tracked across wells so a slipping pattern is visible before it becomes a habit. Connection Analysis compares connection speeds across the entire rig fleet, with admin-level data-cleaning tools to keep comparisons fair when data quality varies between rigs.

NPT and ILT are both exposed in quick, filterable views, phase-time comparisons use standard DDR definitions so results are comparable across contractors, and a custom plot builder with interactive mouse-over drill-down lets engineers go from a fleet-wide trend down to the specific connection that caused it in a few clicks.

Liken’s ROP Roadmap is built in three steps. First, a synthetic rock strength (UCS) model is generated from sonic offset data. Second, Founder’s Curves are derived for each formation from offset performance, identifying the point at which additional weight on bit stops improving rate of penetration. Third, adherence to the resulting roadmap is tracked in real time and fed back into the next well’s plan.

Roadmaps that once took days are generated in minutes, with fully customizable settings, and the workflow is integrated with Sentinel’s cone drilling modules end to end. Where NOV RigSense™ is in place, the resulting parameters can be uploaded to the rig directly, with adherence monitored automatically once drilling begins.

Liken’s Wellpath Understanding view brings survey data together with Sentinel RT outputs and daily report information so directional trends can be studied in context rather than in isolation. Build and turn rate analysis shows exactly where issues arise relative to formation changes, and tracks tortuosity, slide effectiveness and toolface efficiency alongside them.

Engineers can see quickly whether a directional problem on the current well is a new issue or a recurring pattern already visible in the offsets, and adjust the plan accordingly instead of discovering the same issue again on the next well.

Liken’s Understanding Geomechanics workflow automatically pulls together gamma ray, pore pressure/fracture gradient (PP/FG), FIT/LOT, mud weights, ECD/ESD, water flows, losses and kicks, drawing on Sentinel RT outputs, into one automated analysis. Picking Cement Tops applies the same principle to cement bond logs, automating an analysis that typically takes hours down to minutes.

Because Liken can replicate any existing customer analysis method or model, teams aren’t asked to abandon workflows that already work. Once built, that automated workflow eliminates the data wrangling across sources that used to precede it, and gives the operator’s own ML and AI tools more powerful, better-integrated data to work with.

Liken’s Well Hydraulics model breaks standpipe pressure down by annulus, bit, tools and pipe at any flow rate, with mud rheology and motor or agitator pressure-loss curves calibrated to the specific string and mud in use, so an engineer can see exactly where pressure is being spent before committing to a program.

Drillstring dynamics are covered end to end. Torque and drag profiles track dogleg severity, azimuth, and tortuosity, an interactive rocking simulator predicts the pipe rocking RPM and wraps needed to reduce friction along the drillstring depth, and a BHA lateral FEM model determines the string’s natural mode shapes to flag critical RPMs before they get drilled through. The Critical RPM Comparison view checks that work against reality, overlaying model curves by friction factor directly on live field RPM and MSE data.

Thermal models round out the suite, tracking fluid temperature over time at multiple locations along the wellbore, with 1D depth profiles and 2D radial snapshots showing how heat moves from the formation through the wellbore and into the drill string as an operation progresses.