Start with the part most guides get wrong: on a consumer laser measure, distance calibration is not something you can do. What you can do is verify it, adjust the tilt sensor, and know when to send it back.
There are two separate things people mean by calibration. The distance measurement itself is set at the factory and is not user adjustable. The tilt sensor, on models that have one, usually is. Almost everyone searching for this actually needs a verification check rather than a calibration.
The distance measurement depends on the physical alignment of the emitter, the lens and the sensor, plus reference timing set against known standards. Adjusting any of that needs optical bench equipment. Leica states this plainly for the DISTO range: do not attempt to adjust or recalibrate the instrument yourself, because it requires factory level equipment and doing so voids the warranty.
No consumer laser measure I am aware of exposes a distance calibration routine to the user. If you find a menu item promising one, it is almost certainly the tilt sensor routine described below, or a factory reset that clears settings without touching measurement.
So when a tool reads wrong, your options are to rule out the causes that look like calibration but are not, then send it for service or replace it.
This takes five minutes and tells you whether the tool has a real problem.
Now interpret it. If the five readings agree with each other but sit consistently away from the tape figure, that is the signature of a genuine calibration problem. If the five readings scatter, the tool is not miscalibrated, your technique or your target surface is the variable.
For a sense of scale, Leica treats a DISTO reading more than about 3mm out at 10m as a candidate for factory recalibration. That is a useful benchmark even on other brands, because it is roughly double the typical claimed tolerance.
Units with an inclinometer are a different case. That sensor drifts, it is user adjustable on many models, and a drifted tilt sensor quietly corrupts every indirect and Pythagoras measurement you take while distance readings stay perfect.
The Leica procedure is representative of how these work. You enter the calibration routine from settings, lay the unit on a flat level surface with the back down and the lens facing up, take a reading, then rotate the tool horizontally through 180 degrees, place it down again on the same surface and take a second. The tool compares the two and cancels the offset between them.
The critical part is the surface. It must be genuinely flat and genuinely level, checked with a spirit level rather than assumed. Calibrating a tilt sensor against a surface that slopes teaches the tool the wrong zero, which is worse than leaving it alone.
Bosch quotes levelling accuracy of plus or minus 0.2 degrees on Blaze units with an inclinometer, so that is roughly the tolerance you are working to. If your angle readings are out by more than that against a known level surface, run the routine.
Before concluding the tool is broken, rule these out. In my reading of owner reviews across dozens of models, these account for the overwhelming majority of complaints about accuracy.
Wrong reference point. Produces a consistent error exactly equal to the length of the tool. This is the most common false alarm by a wide margin.
Low batteries. Weak cells reduce pulse power before the tool shows a warning, which shortens range and loosens repeatability. Change them before drawing conclusions.
Measuring at an angle. Returns the hypotenuse rather than the distance you wanted. Always reads long, never short, which is a useful diagnostic clue in itself.
A poor target. Dark, shiny, wet or steeply angled surfaces return too little light for the sensor to resolve precisely. Hold white card at the far end and measure again before blaming the tool.
If readings are repeatable and consistently wrong, the reference point is correct, the batteries are fresh and the target is a plain matte wall, then you have a genuine fault.
On a premium instrument this is worth a service. Leica and Hilti both operate recalibration services, and on a tool costing well over a hundred dollars that is usually cheaper than replacement. On a budget unit it is almost never economic. A twenty dollar laser measure costs more to ship for service than to replace, which is one of the quiet arguments for spending more if you rely on the tool.
Worth knowing before you start: repeated drops are the usual cause. The alignment that cannot be adjusted at home is also the alignment a hard knock disturbs. If the tool is not reading at all rather than reading wrong, that is a different problem.
Still working out which laser measure to buy? The front page narrows it to eight.