AI prompting techniques at a glance
AI prompting techniques at a glance
| Model |
Best for |
Key strength |
Main limitation |
Starting price |
| GPT-5.5 |
Destination-first delegation |
Chooses its own route to a defined outcome |
Will fill gaps with confident, unsourced claims |
$20/mo |
| Claude Opus 4.8 |
Literal, precisely scoped work |
Predictable: does exactly what you asked, nothing more |
Won't extend a fix beyond the scope you named |
$20/mo |
| Claude Fable 5 Agentic |
Long, ambiguous, multi-hour projects |
Plans, works, and checks its own output across hours or days |
Premium cost; can run long and verbose without a cap |
Incl. with usage limits |
1. GPT-5.5: best for outcome-first delegation
GPT-5.5 is OpenAI's flagship reasoning model, built for complex professional work: coding, multi-step analysis, and document-heavy tasks. It carries a context window of roughly 1 million tokens, and it's the default top model across ChatGPT's paid tiers.
How it works
Give GPT-5.5 the destination, not the steps. Instead of scripting "summarize, then flag risks, then recommend," describe the finished product: who it's for and what they need from it. Pair that with a decision rule for uncertain claims, and a hard stop such as a word count or a list of the top three items to cover.
Where it excels
GPT-5.5 is strong at choosing its own reasoning path once the destination is clear, and it handles long documents well within its context window. The tradeoff is that it can sound equally confident whether or not a claim is actually grounded in your source material, so telling it which facts must come from your documents is essential, not optional.
GPT-5.5 pricing
Consumer access through ChatGPT:
- Plus: $20/month, includes GPT-5.5 with standard usage limits
- Pro: $100 to $200/month, adds GPT-5.5 Pro and far higher usage ceilings
API access for developers:
- Standard: $5 per million input tokens, $30 per million output tokens
- Long-context requests above roughly 272,000 tokens are billed at a higher rate
2. Claude Opus 4.8: best for precisely scoped, high-stakes work
Claude Opus 4.8 is Anthropic's premium hybrid reasoning model, positioned for serious coding, agentic workflows, and enterprise document work. It carries a 1 million token context window by default and adjusts how much it "thinks" based on task complexity.
How it works
Opus follows instructions literally, which is a gift once you know how to use it. If you want a correction applied everywhere a similar error appears, say so explicitly: "apply this to every section, not just the one I flagged." For strategic or analytical tasks, tell it directly to reason through the problem before answering. And when you want a specific length, give a number rather than a vague instruction like "keep it short."
Where it excels
Opus 4.8's literal-mindedness makes it more predictable than models that infer intent, which matters for high-stakes or compliance-sensitive work where you don't want the model quietly expanding its own scope. The same trait is its main limitation: it will not generalize a fix on your behalf, so vague requests get narrower results than you might expect.
Claude Opus 4.8 pricing
Consumer access through Claude.ai:
- Pro: $20/month
- Max: $100 or $200/month, for heavier daily usage
API access for developers:
- Standard: $5 per million input tokens, $25 per million output tokens
- Fast mode (research preview): $10 per million input tokens, $50 per million output tokens, for roughly 2.5x faster output
3. Claude Fable 5: best for long, ambiguous, high-stakes projects
Claude Fable 5 is Anthropic's most capable generally available model, built for multi-hour and multi-day autonomous work: large migrations, complex builds, and open-ended projects that used to require a senior contractor.
How it works
Fable rewards a strong Objective more than any prior model. Tell it why you need the output, not just what the output should look like: "I'm preparing this for the board, who need to approve more investment" changes how it approaches the work. Because it can act independently for long stretches, spell out its Do's and Don'ts clearly: what it may change, what it must leave alone, and where it should pause and check in. Ask it to report what it actually did and what it couldn't verify, rather than a polished summary.
Where it excels
Fable is designed for the messiest, most open-ended work: turning scattered notes into a finished project plan, or carrying a build through to completion with minimal hand-holding. Its main limitation is cost and verbosity. At roughly double the token price of Opus 4.8, and without an explicit stopping point, it will happily keep working (and spending) longer than most tasks require.
Claude Fable 5 pricing
Consumer access through Claude.ai:
- Included within the usage allowance on Pro ($20/month) and Max ($100 or $200/month) plans, subject to weekly limits
API access for developers:
- Standard: $10 per million input tokens, $50 per million output tokens
- Prompt caching cuts cached input cost by roughly 90%