Heidelberg AICurriculum
Track 10 · Intermediate

All-in-one AI platforms

one login, every model

This track teaches you how to use an all‑in‑one AI platform that lets you access many language models with a single login. It is for anyone who wants to simplify their workflow and avoid managing separate accounts for each model. After completing the track you will be able to set up a shared EU‑hosted workspace for your team (Langdock), choose and switch between models through a single subscription (All-in-one AI platforms), integrate a model aggregator with its own machine‑learning tools (Abacus.AI), run multiple chatbots from one window (Poe), perform agentic searches that return full pages instead of link lists (Genspark), and rely on an advanced answer engine as your primary research tool (Perplexity Max). Start with the overview of all‑in‑one platforms, then move to Langdock for team collaboration. Follow with Poe and Genspark to see practical chat and search uses, and finish with Abacus.AI and Perplexity Max for deeper model integration and high‑quality answers. If you are short on time, you can skip the detailed Abacus.AI chapter after you understand the aggregator concept, but keep the others to retain a complete workflow.

6 chapters 327 recipes Intermediate 0/6 done
Comparison matrix from All-in-one AI platforms

On the data-residency spectrum this is the far end: a public API, where aggregator platforms put dozens of models — GPT, Claude, Gemini, Grok, DeepSeek and more — behind one login and one monthly bill, and increasingly bundle an autonomous agent on top. The pitch: stop paying for four subscriptions and stop guessing which model is "best" this week. The catch is structural: your prompts now pass through a SECOND company that isn't OpenAI, Anthropic, or Google, usually priced in an opaque credits/points currency, and — Langdock aside — almost never with an EU-hosting guarantee. Fine for low-stakes personal use — the wrong rung for anything an institution's governance checklist would flag. → Pick by what you want: EU-hosted, for a team that has to answer where the data lives → Langdock; cheapest broad model access → Poe; agent that builds apps + a persistent messaging-app assistant → Abacus.ai; heaviest "AI employee" tool sprawl (80+ tools) → Genspark; you already pay for Perplexity and want its top tier's multi-model council → Perplexity Max.

abacus-ai
poe
genspark
perplexity-max
Entry price
$10
$4.99
$24.99
$200
Models included
25+
200+ "bots"
9 core LLMs
5 (council)
Autonomous agent included
yes (DeepAgent)
no
yes (Super Agent)
reported (unconfirmed)
Persistent messaging agent
yes (Claw)
no
yes (Claw)
no
No-train pledge (consumer)
yes
yes (official bots)
yes
not stated
Pricing currency
credits
points
credits
flat + credit pool
Best for
agent + build
cheapest routing
tool sprawl
search + council
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