AIO APEX
Works well with any current-generation reasoning model — GPT-5.4, Claude Sonnet 5, and Gemini 3 Pro all handle the multi-factor tradeoff reasoning (cost structure vs. competitor pricing vs. buyer psychology) accurately. Weaker models tend to default to "match the competitor median" instead of actually reasoning from the cost structure provided, so it is worth sanity-checking that the output explicitly references your cost structure, not just your competitors.A solo founder is two weeks from launching a B2B project-management SaaS tool for construction firms. Three competitors are already live, priced per-seat, per-project, and as a flat unlimited tier respectively, and she has no idea which model fits her own cost structure and customer type — she just knows she doesn't want to be the fourth company guessing.Startups & Business

L'analyseur de stratégie tarifaire : alignez votre modèle de prix sur votre structure de coûts réelle

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L'analyseur de stratégie tarifaire : alignez votre modèle de prix sur votre structure de coûts réelle

Pourquoi ce prompt est important

Pricing is the highest-leverage decision a new product makes and the hardest to reverse — a 2025 Price Intelligently survey of B2B SaaS companies found that products underpriced at launch left a median of 27% of achievable revenue on the table in year one, and correcting an underpriced tier later triggers visible churn and support tickets in a way that launching correctly the first time never does.

À quoi nous l'utilisons

A solo founder is two weeks from launching a B2B project-management SaaS tool for construction firms. Three competitors are already live, priced per-seat, per-project, and as a flat unlimited tier respectively, and she has no idea which model fits her own cost structure and customer type — she just knows she doesn't want to be the fourth company guessing.

Prompt

Role: You are a pricing strategist who has run pricing analyses for dozens of B2B SaaS launches and knows how to match a pricing model to a company's actual cost structure and buyer psychology, not just copy whatever competitors are doing.

Context:
Product: [DESCRIBE YOUR PRODUCT AND WHAT IT DOES]
Target customer: [WHO BUYS THIS — e.g. "solo founders," "mid-market ops teams," "enterprise IT"]
Cost structure: [WHAT DRIVES YOUR COSTS — e.g. "per-user compute," "flat infrastructure regardless of usage," "per-API-call third-party costs"]
Competitors and their pricing models: [LIST 2-4 COMPETITORS AND HOW THEY PRICE, e.g. "Competitor A: $49/seat/month, Competitor B: $0.10/project, Competitor C: $299/month unlimited"]
Current pricing idea (if any): [YOUR CURRENT GUESS, OR WRITE "NONE YET"]

Task:
1. Identify 3 viable pricing models for this specific product (e.g. per-seat, usage-based, tiered flat-rate, hybrid) based on the cost structure and buyer type described — not a generic list of every pricing model that exists.
2. For each model, explain the mechanism (what the customer is actually paying per unit of) and who it favors — the vendor or the customer — as usage scales up.
3. Flag which model best aligns your revenue growth with your actual cost growth, and which model risks under-monetizing power users or over-charging light users.
4. Recommend one model as the primary launch pricing, with a specific price point or range, and justify it against the competitive landscape provided.
5. Note one likely objection a prospective customer would raise about the recommended pricing, and how to answer it.

Constraints:
- Do not simply recommend copying the median of competitor pricing — justify the recommendation against this specific product's cost structure and customer type.
- If the cost structure and customer type point toward different pricing models, say so explicitly rather than picking one and ignoring the conflict.
- Keep the output decision-ready — a founder should be able to set a price from this without further analysis.

Output format:
1. **Three pricing models considered** — model name, mechanism, who it favors as usage scales.
2. **Alignment check** — which model tracks revenue with cost growth, which risks under/over-charging.
3. **Recommendation** — one model, one price point or range, one paragraph of justification tied to the competitive landscape.
4. **Objection and response** — the most likely pushback and a one-line answer to it.

Résultat

Three pricing models considered:

ModelMechanismFavors
Per-seatCustomer pays per team member with a loginVendor as team grows; customer if usage is uneven across seats
Per-projectCustomer pays per active project tracked in the toolCustomer with few large projects; vendor if customers run many small ones
Tiered flat-rateCustomer pays a fixed monthly fee for a capacity band (e.g. up to 10 projects, up to 25 users)Whichever side sits closer to the tier ceiling — predictable for both until a tier boundary is crossed

Alignment check: Your cost structure is dominated by flat infrastructure regardless of usage, not per-user compute — meaning your actual costs barely move whether a customer has 3 seats or 30. Per-seat pricing is misaligned here: it charges customers for something (seats) that isn't your real cost driver, which construction firms will notice and resist, since field crews often share logins on job sites. Per-project pricing tracks better with your buyer's mental model — construction firms think in terms of active jobs, not headcount — but risks under-monetizing large customers running dozens of projects simultaneously unless capped or tiered.

Recommendation: Launch with a tiered flat-rate model: $149/month for up to 10 active projects and unlimited seats, $349/month for up to 30 active projects and unlimited seats, custom pricing above that. This undercuts Competitor C's $299 unlimited tier at your entry point while removing the per-seat friction that per-seat competitor A creates for site-crew-heavy construction teams, and it caps your exposure to your true cost driver (project count, which correlates with your storage and processing load) rather than seat count, which doesn't.

Objection and response: A prospect running 8 projects today but scaling to 15 next quarter will ask whether they need to upgrade mid-contract — answer that tier upgrades are prorated and instant, with no service interruption or renegotiation required, framing growth as friction-free rather than a pricing trap.

La plupart des fondateurs fixent le prix d'un nouveau produit en regardant ce que facturent les concurrents et en choisissant un chiffre qui semble à peu près au milieu. Cette approche ignore la seule variable qui détermine réellement si un modèle de tarification fonctionnera à long terme : si ce pour quoi vous facturez suit ce qui vous coûte réellement de l'argent. Ce prompt est conçu pour forcer cette vérification avant de recommander un chiffre.

Pourquoi ce prompt est structuré ainsi

La section Contexte demande la structure de coûts comme une entrée distincte et obligatoire par rapport à la liste des concurrents, et cette séparation est délibérée. La tarification des concurrents vous dit ce que le marché a accepté ; elle ne dit rien sur si ce modèle correspond à votre propre économie. Une entreprise avec des coûts d'infrastructure fixes qui adopte une tarification par siège parce qu'un concurrent le fait sous-facturera systématiquement les utilisateurs intensifs et surfacturera les utilisateurs légers — l'étape de vérification d'alignement du prompt existe spécifiquement pour détecter cette inadéquation avant le lancement.

La liste des tâches se termine par une demande de l'objection client la plus probable, pas une liste générique d'avantages et d'inconvénients. Les fondateurs découvrent souvent le vrai problème d'un modèle de tarification lors d'un appel commercial, une fois qu'il est déjà en ligne et gênant à changer. Faire ressortir l'objection la plus probable — et une réponse prête pour celle-ci — pendant la phase d'analyse signifie que le fondateur entre dans sa première conversation tarifaire préparé plutôt qu'en improvisant.

Comment l'adapter

Pour un produit déjà lancé dont la tarification ne fonctionne pas, remplacez le champ « idée de tarification actuelle » par une description du problème réel que vous observez (churn élevé sur un palier spécifique, friction commerciale sur un plan spécifique) et demandez au modèle de diagnostiquer si le problème est le modèle lui-même ou simplement le point de prix au sein d'un modèle sain — cela nécessite des corrections très différentes.

Pour les produits basés sur l'usage en particulier, il vaut la peine d'exécuter le prompt deux fois : une fois avec vos schémas d'usage actuels, et une fois avec un scénario de croissance projeté sur 12 mois. Un modèle de tarification bien aligné aujourd'hui peut devenir désaligné à mesure que les schémas d'usage évoluent, et détecter cela à l'avance coûte moins cher qu'une annonce de retarification en cours d'année.

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