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Pierre-Louis Guhur

Pierre-Louis Guhur

CEO of Argile

175 articles published

Pierre-Louis is CEO and co-founder of Argile. He holds a PhD in machine learning, written at Inria under Cordelia Schmid on vision-language models. In 2017 he renovated a house with his own hands, inside and outside insulation, new windows, a heat pump and solar thermal, and took one conviction from it: the plan is the easy part, the site is where everything can go wrong. He now designs the software that lets renovation companies produce reliable energy studies, from the 3CL survey through to heat pump sizing. On the blog he writes about what he implements: the 3CL-DPE 2021 method, NF EN 12831 and building physics as a calculation engine has to handle them, assumption by assumption.

Subjects covered

3CL-DPE methodNF EN 12831 sizingBuilding modelling

Their articles

ContractorsJuly 24, 2026
Smart thermostat and algorithmic learning

Good heating control is no longer just a fixed setpoint. On the job site, you can offer settings that adapt to the household's rhythms, free heat gains and weather variations, improving comfort without overconsuming. Understanding how the device "learns" and what data it uses helps you avoid vague promises, ask the right questions to the client and secure the commissioning.

5 min read

ContractorsJuly 24, 2026
Cold roof vs warm roof: which configuration to insulate?

On a job site, choosing the insulation under the roof covering isn't just a technical question. You're the one who has to decide between thermal performance, moisture management, available height and ease of installation, without overcomplicating things. With the right approach, you secure comfort in both summer and winter, and you avoid the problems that come back to cost you.

5 min read

ContractorsJuly 22, 2026
Acoustic windows: asymmetric glazing

When a client complains about street noise, installation quality alone isn't enough. The right choice of glazing, and especially the asymmetry of the pane thicknesses, can make a real difference on the most bothersome frequencies, without adding bulk to the job. With a few simple benchmarks, you can recommend the right glass-plus-spacer combination, check compatibility with the frame, and secure the result on site, from the diagnosis through to the finishing touches.

5 min read

Energy renovationJuly 22, 2026
Residential fuel cells: producing heat and electricity from gas

Producing heat and electricity at the customer's home, continuously, without complicating your life — that's a promise worth examining closely. On site, this type of system changes the game on sizing, connections and plant-room space, with some very concrete points to watch. If you're aiming for a coherent, RGE-compliant renovation, you save time by clarifying usage, available fuel and maintenance level from the outset.

5 min read

ContractorsJuly 21, 2026
Vacuum evacuation of the refrigerant circuit: a critical step

On a heat-pump installation, vacuum evacuation isn't a luxury. It's what drives out air and moisture before charging, to avoid faults that always strike at the worst moment, and to protect the compressor, expansion valve and oil. By mastering this step, you save time on callbacks, stabilise performance, and deliver a clean commissioning with no bad surprises.

5 min read

ContractorsJuly 20, 2026
Sizing the expansion vessel of a heating circuit

When the volume of water heats up, it expands, and that's often where problems start: rising pressure, a valve spitting water, callbacks. As an installer, choosing the right vessel capacity secures the installation from the moment it's filled and avoids repeated adjustments on site. Here's a simple method, with the right parameters to record, for sizing correctly without oversizing.

5 min read

ContractorsJuly 20, 2026
Hygrothermal comfort: the temperature-humidity balance

In a renovated home, what people actually feel doesn't come only from the number on the thermostat. It's the balance between heat and humidity that makes the difference, especially once insulation and airtightness step up a level. As a tradesperson, you can help clients avoid rooms that "heat up but still feel cold," windows that bead with condensation, and air that leaves people tired. With a few good settings and the right material choices, you make the result visible — and above all, pleasant to live with every day.

5 min read

ContractorsJuly 19, 2026
Pipework pressure testing: checking tightness before filling

A tightness test on pipework is not a matter of judgement, it is a numbered procedure. BS EN 806-4 sets the test pressure at 1.1 times the maximum design pressure and defines the pressure drops allowed between each reading. The report that comes out of it is what you will produce at handover.

5 min read

ContractorsJuly 19, 2026
Sizing the condensate drain of a condensing boiler

A domestic condensing boiler produces in the order of 4,000 litres of condensate a year, at a pH of 4 to 5. No national rule requires that condensate to be neutralised before it reaches the wastewater network, but the pipe material, the fall and the local drainage rules do decide whether the installation survives.

6 min read

ContractorsJuly 18, 2026
Stopcock and drain valve: maintenance made easier

When a system needs to be shut down for water, everything comes down to one simple point: being able to cut off and drain quickly, without flooding the site. As a tradesperson, you save time with a few regular checks, a firm shut-off, a leak check, and a quick clean of the mechanism. The result: fewer callbacks, and cleaner repairs, even in an emergency.

5 min read

Energy renovationJuly 18, 2026
High-temperature heat pumps for industry: decarbonising process heat

When a workshop, a laundry, or a food-processing plant needs reliable heat, every kWh counts. Today, you can offer a solution that reaches high temperatures while significantly cutting emissions, without overhauling the whole installation. By carefully handling sizing, the heat source and the connections, you secure the process and gain credibility from the quote stage onward.

5 min read

ContractorsJuly 18, 2026
Anti-burglary glazing: security and thermal performance

On site, a glazed opening is no longer chosen just for looking good or insulating well. Your clients want to feel safe, without losing winter comfort or blowing the budget. By mastering the right resistance levels and the installation points that make the difference, you secure the opening while keeping a clean, durable, high-performing envelope.

5 min read

Energy renovationJuly 17, 2026
Calculating DHW demand for a multi-occupancy building

Adding up per-person demands does not give a building's demand. The reference method goes through the standard dwelling, a three-room social housing flat occupied by 2.1 people, whose measured average daily demand is 125 ± 50 litres at 40°C. Every flat type is brought back to that standard dwelling through an equivalence coefficient.

5 min read

ContractorsJuly 17, 2026
Wood pellet prices: volatility and supply

When prices spike, you're the one who has to keep the job on track. Between irregular deliveries, variable quality and clients who compare everything, securing supply becomes a real lever for protecting your margins. The right reflexes, contracts, storage, choosing suppliers, often make the difference from the first winter.

5 min read

ContractorsJuly 17, 2026
Concrete balcony thermal bridge: treat it or cut it

When a slab extends outside the heated envelope, heat escapes and your clients feel it immediately. In renovation, your real lever is deciding quickly between correcting it with continuous insulation or a clean structural break, depending on access, structure and finishes. With a clear method, you limit callbacks, secure the job site and gain performance without unnecessary complications.

5 min read

ContractorsJuly 16, 2026
Choosing the heat transfer fluid: glycol water vs pure water

On a job site, the right choice of fluid circulating through the pipes can be the difference between a stable installation and callbacks in the middle of winter. Between freeze risk, maintenance constraints and compatibility with the heat pump or solar collectors, you need a simple, clear decision. Here's the rundown, no jargon, to keep your installs and settings safe.

5 min read

ContractorsJuly 16, 2026
Acoustic Facade Insulation: Protecting Against Road Noise

When a client tells you that traffic noise "comes right into" the living room, they expect a simple, clear answer. Between acoustic bridges, worn-out windows, and forgotten joints, leaks often come down to details you can fix quickly, without an endless job. Starting from a good diagnosis and clean execution, you turn a noisy home into a pleasant room, and you secure your result.

5 min read

ContractorsJuly 13, 2026
Timber construction: CLT, frame and post-and-beam

On site, the choice of construction system changes everything. Installation time, load-transfer constraints, routing for services, level of prefabrication — you need a solution that's reliable and easy to explain to the client. Here's a concrete rundown to help you decide fast and lock down your measurements.

5 min read

ContractorsJuly 12, 2026
Hydraulic schematic: the 10 standard configurations

A hydraulic schematic reads in three layers: the generator, the decoupling device, the secondary circuits. Ten configurations cover most domestic retrofit work, from a direct connection to a multi-fuel setup on a buffer tank. This article gives the selection table, the flow calculation per branch and the hot water temperatures the schematic has to hold.

5 min read

ContractorsJuly 12, 2026
Concentric flue: the solution for room-sealed boilers

On a room-sealed boiler, two things decide the outcome: the equivalent length of the run, which is calculated before you order, and the position of the terminal, governed by the gas installation rules and the flue-work standard. Everything else that causes lockouts comes from assembly direction and condensate fall.

6 min read

ContractorsJuly 12, 2026
Aerated concrete: lightness and insulation in a single block

In renovation work, every kilogram counts and every thermal bridge shows up on the bill. Lightweight, insulating masonry blocks help you save installation time, limit rework and keep walls breathable. Well chosen, they also give your clients year-round comfort, summer and winter, without adding weight to the job site.

5 min read

Energy renovationJuly 10, 2026
Micro district heating network: a solution for housing developments

In a housing development, heat is often best handled at the scale of the neighbourhood. With a small local network and a properly sized shared boiler room, you can pool production, simplify maintenance, and secure the performance of a project, without complicating life for residents. It's also a lever for making the most of a renewable energy source available on site and making your jobs clearer for the client, from the first plans through to commissioning.

5 min read

ContractorsJuly 10, 2026
Pre-1948 homes: renovating without altering the historic building

In a pre-1948 home, every wall tells a story, and your choices on site need to respect the building while gaining comfort. Starting from a simple diagnosis and following the right order of work, you avoid classic mistakes like trapped moisture or forgotten ventilation. You move forward with more confidence, using solutions compatible with stone, brick, or lime renders.

5 min read

Argile productJuly 9, 2026
Case Study: A Complete Renovation of a 1970s House

A 1970s house is often a job that hides surprises, but also real potential for quick wins. You have to work around period insulation, ventilation that's sometimes absent, and equipment nearing the end of its life, all while keeping a workable schedule and budget. Here, we start from the concrete details to help you secure your choices and move forward without guesswork.

5 min read

ContractorsJuly 8, 2026
Finned tube: the industrial emitter for renovation

When renovating a workshop or a small industrial site, the right emitter is the difference between a job that goes smoothly and a commissioning process that drags on. You need robust heating that's simple to install, heats up quickly, and stays consistent with an existing boiler or a future heat pump. Here are the concrete reference points to keep in mind to choose correctly, without wasting time on unnecessary options.

5 min read

ContractorsJuly 7, 2026
Wood/electric dual-energy system: combining a stove and a heat pump

You have clients who want to heat better, without blowing up the bill or depending on a single energy source. By combining a wood stove for cold snaps and a heat pump for the rest, you gain in comfort, control flexibility and continuity of service. The challenge is sizing the whole system correctly and orchestrating the controls, so it runs simply and cleanly on the job.

5 min read

Energy renovationJuly 7, 2026
Phased renovation: how to structure a coherent pathway

On a job site, what saves time isn't going fast, it's moving forward in the right order. By structuring the works into clear sequences, you secure the final performance, avoid costly rework and keep the client engaged until the last step. A simple method, designed for your on-site constraints, changes everything.

5 min read

Energy renovationJuly 5, 2026
Solar chimney: natural ventilation boosted by the sun

When a job calls for effective ventilation without pushing up the bill or complicating the installation, a passive solution can really make the difference. You capture heat from the sun to create a draught that renews the air, with no motor and often little maintenance. Properly sized and placed, it improves summer comfort while showcasing your expertise on renovation projects.

5 min read

ContractorsJuly 5, 2026
Wood pellet quality: DINplus and ENplus certifications

When a client mentions "quality", you need a simple, solid benchmark. DINplus and ENplus certifications exist precisely to sort out reliable bags, with requirements on moisture, density and above all cleanliness, meaning less dust and less clogging. By mastering these labels, you protect your installations, cut down on callbacks, and add value to your advice, without getting lost in endless technical sheets.

5 min read

Argile productJuly 4, 2026
The 90 types of renovation work catalogued by Argile

On an energy-renovation job, the difference often comes down to detail. As a tradesperson, you save time when the work items are clearly classified, with the right prerequisites and the right order of execution, from insulation through to final adjustments. Here's a simple method for quickly spotting the right levers, securing the quote, and moving forward without grey areas.

5 min read

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