Product

What Socrates actually is, and what it is not.

Socrates is not a generic agent runtime. It is a focused generation layer for teams that need content systems to produce work with explicit standards, reusable structure, and reviewable intermediate artifacts.

What it is

A Python SDK and CLI for professional content generation
A routing layer that decides how much generation depth a task deserves
A typed workflow with frame, outline, draft, and review objects
A practical way to reduce generic, AI-shaped content output

What it is not

Not a browser or autonomous research crawler
Not a replacement for factual verification or editorial sign-off
Not a multi-agent orchestration framework
Not a promise that a larger prompt alone will become disciplined output

Workflow model

The core objects are the point.

A serious content system should not hide its standards inside one giant prompt. Socrates materializes those standards into distinct objects so teams can reason about them, test them, and expose only the right parts downstream.

ContentRequest

Declares topic, audience, goal, platform, content type, constraints, tone notes, and supporting inputs. This is the operational brief.

ContentFrame

Captures audience pains, desired takeaway, persuasion triggers, credibility rules, tone rules, anti-patterns, and the core angle.

ContentOutline

Adds section order, evidence needs, hooks, pacing, and CTA placement for tasks where structure matters enough to justify the cost.

ContentDraft and ReviewReport

Separates outward-facing copy from the internal review stage, so final content stays clean while the system still audits for repetition and weak claims.

Why teams use it

Professional content work has more failure modes than grammar.

In practice, most weak AI-generated content fails because the model was never forced to decide what credibility looks like for the specific audience, what order the argument should unfold in, what phrases would sound synthetic, and what claims need concrete support.

Socrates exists to make those decisions explicit. That lets teams keep throughput without allowing their content system to slide into polished but generic output.

The result is not magic. It is a clearer contract between the generation pipeline and the editorial standard the team is actually trying to enforce.

Architecture

A compact interface that still fits product pipelines.

SDK surface

client = Socrates.from_config()
frame = client.frame(request)
outline = client.outline(request, frame)
draft = client.draft(request, frame=frame, outline=outline)
review = client.review(request, draft, frame=frame)

CLI surface

socrates presets
socrates template blog_post --output request.yaml
socrates frame request.yaml --json
socrates generate request.yaml --mode guided
socrates review draft.md --request request.yaml

Continue

See where the workflow fits best.

Socrates is most useful when the team knows content quality requires audience fit, differentiation, and structural intent.

Explore use cases Read docs