Specialist agents

Mibyan’s specialists work behind Atlas. You can name one directly, or describe the work and let Atlas bring the right ones in. For how the team is chosen, see Mibyan agents.

Specialist	Focus	Typical output
Sara	Documents and reports	A formatted document or report
Nasser	Strategy and business	Market and competitor analysis, strategic plan
Layla	Creative and marketing	Campaign and marketing content
Omar	Operations and execution	Execution plan, milestones, tasks
Mira	Data and analysis	Numbers, tables, KPIs, financial analysis
Kimi	Engineering	Code, fixes, or a software project

Sara: documents and reports

Sara is best for structured writing. Use Sara when the final output should read like a document rather than a chat answer. Best for feasibility studies, business plans, reports, proposals, memos, contracts, letters, policies, executive summaries, and meeting minutes.

Sara, write a formal feasibility study for a boutique fitness studio in Muscat. Include market need, customer segments, startup costs, monthly costs, revenue model, risks, and launch plan.

Nasser: strategy and business

Nasser is best for business judgment, market structure, and decision support. Best for market analysis, business models, pricing, competitive positioning, go-to-market plans, partnerships, investor material, and growth or expansion strategy.

Nasser, analyze the market opportunity for a B2B logistics software product in Oman. Include target customers, pain points, competitors, pricing options, and recommended positioning.

Layla: creative and marketing

Layla is best for messaging, campaigns, and brand expression. Best for ad and social campaigns, slogans and taglines, brand voice, copywriting, and marketing content.

Layla, create landing page copy for a premium legal consulting service. The audience is SME founders. Use a trustworthy, calm, and direct tone.

Omar: operations and execution

Omar turns ideas into practical plans. Best for roadmaps, launch plans, timelines, milestones, task breakdowns, dependencies, owners, and OKRs.

Omar, create a 60-day launch plan for a new delivery service. Include weekly milestones, owners, risks, dependencies, and KPIs.

Mira: data and analysis

Mira is best for structured numbers, tables, assumptions, and comparisons. Best for KPI dashboards, financial assumptions, budgets and costs, cash flow and forecasts, comparison tables, and spreadsheet analysis.

Mira, create a financial assumptions table for a specialty cafe. Include startup costs, fixed monthly costs, variable costs, revenue assumptions, break-even notes, and risks.

Kimi: engineering

Kimi handles the technical side: writing and fixing code, building apps and websites, and working with APIs and databases. Best for code and debugging, mobile or web apps, websites, APIs and integrations, database work, deployment, and prompts for coding tools.

Kimi, build a booking page for a barbershop with a service list and an appointment form, then explain how to publish it.

Kimi’s output can go live. To turn a project into a running app with a database, sign-in, and a domain, see Mibyan Apps.

Combining specialists

Complex work is often strongest when specialists are combined:

Use Nasser for strategy, Sara for the written report, Mira for the financial table, and Omar for the execution roadmap.

Use Layla to improve the landing page messaging, then ask Nasser to check whether the positioning is strong for SME customers.

Use Mira to build the KPI table, then Salem to turn the results into an executive presentation.

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Agents

Model and evaluation

Sara: documents and reports

Nasser: strategy and business

Layla: creative and marketing

Omar: operations and execution

Mira: data and analysis

Kimi: engineering

Combining specialists

​Sara: documents and reports

​Nasser: strategy and business

​Layla: creative and marketing

​Omar: operations and execution

​Mira: data and analysis

​Kimi: engineering

​Combining specialists

Sara: documents and reports

Nasser: strategy and business

Layla: creative and marketing

Omar: operations and execution

Mira: data and analysis

Kimi: engineering

Combining specialists