# What the listing requests
# What "agent-driven" implies here An agentic system is expected to do more than generate content on demand. For a social media manager it means the system should autonomously execute multi-step tasks: draft posts, schedule or publish them, monitor reactions and comments, respond or escalate, and possibly analyze performance. The related links in the posting point to common agentic uses: drafting posts in a brand voice, flagging customer questions, and keeping consistency across channels.
# Concrete functional components the project will need
- Platform integration: Facebook and Instagram API access, app permissions, token refresh and account linking. Without this, automation cannot post or read engagement data.
- Content pipeline: templates, brand voice configuration, assets (images, video), post-generation, approval workflow, and scheduling.
- Engagement automation: auto-replies, comment moderation rules, routing for escalations, and human-in-the-loop options.
- Dashboard UI: desktop-first responsive interface with post editor, calendar, inbox, analytics, settings, and audit logs.
- Agent control: settings for autonomy level (auto-publish vs draft-for-review), posting cadence limits, and allowed actions.
- Safety and compliance: moderation filters for hate, spam, and privacy, plus logs showing actions taken by the agent.
# Practical constraints called out by the posting The explicit budget range is far below the likely cost of a production-ready system that integrates social APIs, a content-generation model, a responsive dashboard, and security. That indicates either a proof-of-concept expectation or a mismatch in budget vs scope. Bidders should clarify the desired minimum viable product (MVP) scope before quoting.
# Questions you should answer in a proposal
- Which exact account types and permission scopes will be provided for Facebook and Instagram?
- Will the agent auto-publish, or should every post be reviewed first?
- What brand guidelines, tone samples, and content boundaries are available to train or configure the agent?
- What analytics and KPIs matter (engagement, reach, follower growth)?
- Who manages model updates, safety rule adjustments, and moderation over time?
- What uptime, backups, and data retention policies are required?
# Minimum viable product (MVP) recommendation
# Next steps for bidders or builders Request explicit API access details, a sample brand brief, expected cadence and volume of posts, and concrete success metrics. Offer a staged delivery: discovery and API access, content-generation and workflow, dashboard and review flows, then optional automation and analytics. Quote clearly for each stage and call out ongoing costs (hosting, API usage, model inference) separately.
# Bottom line