Comparison
Why not just a chatbot?
ChatGPT, Claude, Gemini — superb engines, and your team already uses them. The objection worth answering is why an agency still needs a platform on top.
A personal chat account is not a company system.
A chatbot is to enterprise AI what a personal Gmail account is to a company's email system: one person, one window, no memory of the business, every conversation starting cold. Fine for an individual — not a system an organisation can run client work on.
- 01
Shared context, not private chats
In a chat window, knowledge dies when the tab closes. On a platform, every strategist, copywriter, and designer draws from the same well — the client's guidelines, past work, and verdicts — and it compounds with every review.
- 02
Control over client data
Client-confidential material pasted into personal accounts is exactly that — personal. A platform states what the AI may see, where data lives, and what governs it: explicit, auditable, and yours.
- 03
One platform, not tool sprawl
The alternative is everyone buying their own subscriptions — one tool for images, another for copy, nothing connected, client information scattered across personal accounts. One platform ends the sprawl: one bill, one audit trail, one place the client's history compounds.
| Off-the-shelf AI tool | Tempera | |
|---|---|---|
| Client knowledge | Zero memory between sessions | A dedicated agent per client, built from approved and rejected work |
| Model choice | Locked to one provider | Routes to the best model for the task, across 17 providers |
| When better models ship | You wait, or migrate tools | Repoint the routing; the workflow is unchanged |
| Data control | Pasted into third-party personal accounts | Designated and separated per client, in storage you choose |
| Cost shape | A subscription per person, per tool | One platform, billed per active client — seats unlimited |
| Workflow fit | Generic chat or canvas | Built around briefs, deliverables, and review loops |
| Where approval happens | At a desk, when someone gets back to it | On any phone — the review gate travels |
What serious companies run instead
They don't "use a chatbot" — they run thin platforms on top of the big models, carrying their own data, rules, and workflow. The model is the engine; the platform is the car the agency drives. That is exactly what Tempera is — model-agnostic, structured around Client → Brand → Campaign → Activity, with a human gate at the end.
- Shared context, not private chats
- Control over client data
- One platform, not tool sprawl
Quick answers
All questions- Does Tempera replace our ChatGPT or Claude subscriptions?
- For client work, yes — the same frontier models run underneath, on your keys, with the client's context attached. What it replaces is the pasting, the private chats, and the lost history.
- Can we keep using the models we like?
- That's the point — routing is model-agnostic. Pick per client, per agent, or per task, and repoint when something better ships.
- Is a chatbot ever enough?
- For personal productivity, absolutely. The line is client work: the moment output carries a client's name, it needs the client's history, data control, and a human sign-off.
- Does client data train a shared model?
- No. A client's agent draws on that client's own designated sources and review history at generation time. Nothing is fine-tuned into a shared model or exposed to another client's agent.
- Can we try the workflow without AI keys?
- Yes. Mock mode runs briefs, generated options, the review gate, and delivery on labelled sample outputs, so the team can judge the operating model before connecting a provider.
Comparison
What serious companies run instead
01
A dedicated agent per client, built from approved and rejected work
02
Repoint the routing; the workflow is unchanged
03
On any phone — the review gate travels
They don't "use a chatbot" — they run thin platforms on top of the big models, carrying their own data, rules, and workflow. The model is the engine; the platform is the car the agency drives. That is exactly what Tempera is — model-agnostic, structured around Client → Brand → Campaign → Activity, with a human gate at the end.
Prove it on one client
See one client move from context to approved work.
Run a real brief through Tempera in mock mode. Follow it from grounded options to a named human verdict and client-ready work.
No AI keys. No card. Nothing reaches a client without review.