Learning feed ranking
Fan-out feed delivery with a ranking model trained on your community's behavior, plus a chronological mode you can offer for transparency.
AI-Built Instagram Clone
An AI-first build of the Instagram pattern: feed ranking that learns from member behavior, explore recommendations that grow new accounts, and moderation models screening every upload. Three synced panels ship white-label with 100% source code. The almost-ready AI build goes live in 6 working days; a custom build takes 3 to 4 weeks.
Launch-ready from
$3,999

Synced panels
Almost-ready AI launch
Custom build
Source-code ownership
Canonical Moxace facts, not promises.
overview
An Instagram clone app is a photo and video social platform built on the same product pattern: members post media to a feed, share ephemeral stories, watch short-form reels, and follow accounts whose content they want in their timeline. Ours is built AI-first, which means feed ranking, explore recommendations, and content moderation run as model-driven services in the platform core rather than bolt-on plugins. You get the user app, creator publishing tools, and an admin console, all running on your own domain and brand.
The purpose is commercial, not decorative. General-purpose social platforms leave entire languages, regions, professions, and interests underserved, and an operator who owns the platform keeps the advertising, subscription, and commission revenue those communities generate instead of renting audience access from an incumbent. Owning the data is also what makes the AI layer compound: every session improves ranking for your community specifically.
At the platform level you are running a media pipeline (uploads, transcoding, CDN delivery), a ranking service for feeds and explore, and a moderation operation. All three ship in the box, configured from the admin panel rather than engineered from scratch.
Photo and video sharing remains one of the largest categories of consumer internet activity, and analysts consistently place short-form video among its fastest-growing segments. No single platform serves every vertical well, which is why niche networks keep finding room to launch.
AI-native operations plus the headline capabilities above and beyond the role panels.
Fan-out feed delivery with a ranking model trained on your community's behavior, plus a chronological mode you can offer for transparency.
A topic-grid explore surface that recommends content beyond the follow graph, giving new accounts a growth path from day one.
Computer-vision and text screening on every upload, with a review queue and audit trails for your team.
24-hour expiry, highlights, stickers, polls, and countdowns, all enforced by server-side scheduled jobs.
A short-form player with sound browsing, transcoding workers, and adaptive bitrate delivery behind it.
Scheduled posts, drafts, collaborative posts, follower insights, and keyword-filtered comments in one toolkit.
Media-rich conversations with replies, threading, and push notifications per content type.
Ad slots, promoted posts, subscription tiers, and tipping configurable from the admin panel as the community grows.
What these buyers share: a community the incumbent platforms underserve, and the desire to own the software rather than rent it.
Launching niche networks for fitness, food, or fandom where generic feeds bury niche content. The ranking models learn what your community values while you grow membership.
Adding an owned-and-operated community layer to content you already produce, with the engagement data and ad inventory staying yours.
White-labeling the platform as a product for local business clients. Full source code makes every deployment a standalone business.
Running private social networks for customers, events, or employees where data residency and brand control matter more than network size.
Building platforms where creators publish, grow, and monetize under your terms, with subscription and tipping economics you set.
Three coordinated products: the user app, the creator toolkit, and the admin console that runs the network.
The daily-use surface your community opens first, tuned so the first session leads to the second.
Everything a power user needs to post, schedule, and earn without leaving the app.
Operations, trust, and revenue under one console, built for lean teams.
Four consoles, one view of the network's members, content, and money.
User search with suspend-and-restore that does not burn the session, a verification request queue with reviewer detail and plan catalogue administration, and role separation between moderators and administrators.
Moderation of posts, reels, comments, and messages with a five-state workflow from pending through resolved, four priority levels, named assignment, internal notes, and bulk actions, every action attributed in the audit log.
Order lifecycle and product oversight in the native shop, operator-driven refunds that credit the buyer wallet instead of manual reconciliation, and force-pause authority over any live ad campaign with spend audited against the event ledger.
Aggregate revenue across subscriptions, gifts, ads, and order fees sourced from the ledger rather than a reporting copy, destructive actions limited to soft deletes with recovery windows, and append-only audit rows on every privileged action.
The member journey your platform automates millions of times a day.
A new member registers by phone or email, picks a handle, and uploads a profile photo before the first feed render.
Contact syncing, suggested accounts, and topic channels seed the follow graph so the first session already has content waiting.
The member picks photos or records a reel, applies filters, writes a caption, and submits. The upload hands off to transcoding workers immediately.
The post lands in followers' ranked feeds and, if shared as a story, stays live for 24 hours before automatic expiry.
Likes, comments, saves, and shares are scored and returned to the author as insights, while replies thread into direct messages.
Posts that clear engagement and policy thresholds surface on the explore grid, extending reach beyond the follower graph.
Every upload passes automated screening, and user reports enter a review queue where moderators act with full audit trails.
Five model-driven systems working the same content stream. Each ships pre-tuned for photo and video social and sharpens as your data compounds.
Orders each member's feed from affinity, recency, and engagement signals, tuned in the admin panel or offered as chronological.
Follow graph, engagement history, session patterns, recency
Longer sessions and more returns without chronicality trade-offs
Recommends posts and accounts beyond the follow graph, so new members find value and new creators find reach.
Topic tags, engagement similarity, trending velocity
Faster cold-start growth for new accounts
Screens images, video, and text against policy before and after publication, routing uncertain cases to human review.
Media content, text, report history, account signals
Safer community with a moderation load your team can sustain
Scores accounts and interactions for automation and spam patterns, protecting ranking integrity from fake engagement.
Account age, posting cadence, interaction patterns
Cleaner engagement metrics advertisers can trust
Summarizes audience behavior into actionable posting guidance, from best formats to follower growth drivers.
Post performance, audience activity, format comparisons
Creators who post more because the data shows it works
platform concepts
The follow graph is the social skeleton: every follow is an edge in a directed graph, and feed fan-out writes new posts into follower timelines, with admin-tunable weights deciding order and a chronological mode available for transparency.
Stories run on a fixed lifecycle: uploaded once, viewable for 24 hours, then archived to highlights or deleted by a scheduled expiry job. The lifecycle is enforced server side, so no client can bypass it.
The moderation pipeline is the third mechanism. Uploads pass automated screening, member reports feed a triage console, and every moderator action writes an audit entry, so policy is enforced consistently as the network scales.
Four groups, each mapped to the part of the creator promise it protects.
Posts, reels, stories, and live in one publishing pipeline, with scheduling, drafts, collaborative posts, and highlights, so creators run every format they already know from one place.
Ranked feeds plus a chronological mode, an explore grid that recommends beyond the follow graph, hashtag following that pulls feeds from topics, and shoppable tags that turn posts and reels into storefronts.
Subscription tiers with a configurable creator-platform split, in-app gifts, a per-user wallet on an append-only ledger, and earnings charts rendered from the live tables, so payouts reconcile to the entry.
Automated screening on every upload, a moderation workflow with priority, assignment, and internal notes, private-account follow requests with block lists in the visibility rule, and per-message reporting into the same queue.
revenue model
Revenue lines are admin-configurable, so you can turn channels on as the community grows. The standard set includes native ad slots in the feed and explore grid, promoted posts that creators buy to extend reach, a subscription tier for exclusive content, in-app tipping, and commission on any marketplace or creator commerce flow you enable later.
Because you own 100% of the source code, payment flows route through your own gateway accounts. No per-transaction levy leaves the platform. See how these mechanics sit inside our wider social media app development practice.
insight
The creator economy is projected to approach half a trillion dollars globally by 2030 according to widely published industry analyses, with social commerce, subscriptions, and tipping compounding faster than advertising. Creators increasingly want terms they can read: a revenue split they set, a ledger they can audit, and payouts that reconcile.
The wedge for a regional operator is the wallet and the split: when creator earnings sit on an append-only ledger with a configurable share, creators can verify what they are owed, and verified money is why creators switch platforms. The revenue table below quantifies the lines.
revenue model
Revenue lines are admin-configurable, so you can turn channels on as the community grows. The standard set includes native ad slots in the feed and explore grid, promoted posts that creators buy to extend reach, a subscription tier for exclusive content, in-app tipping, and commission on any marketplace or creator commerce flow you enable later.
Because you own 100% of the source code, payment flows route through your own gateway accounts. No per-transaction levy leaves the platform. See how these mechanics sit inside our wider social media app development practice.
Six monetization lines across the platform, quantified against published industry benchmarks. Every rate is admin-configurable; the figures here are modelling inputs, not projections of your platform's earnings.
| Criteria | Revenue line | How it is charged | Typical range | What sets the ceiling |
|---|---|---|---|---|
| Creator subscriptions | Revenue share on creator-set subscription tiers | Platform share commonly 20% to 50%; shipped default 70/30 creator-platform | Creator economics. Creators stay where the split and payout record are readable | |
| Self-serve advertising | CPC or CPM promotion of posts and reels with daily budget caps | CPC commonly $0.20 to $2+ per click by vertical | Ad integrity. Spend is recorded per event against an append-only ledger | |
| Shop commission | Platform fee on delivered orders in the native shop | Commonly 3% to 10%; shipped default 5% per order | Order volume. Commission earns while checkout and refunds stay trusted | |
| Wallet top-ups and gifts | Bounded top-ups funding tips and gifts to creators | Gift pricing configurable; take-rate applied per transfer | Spend velocity. Gifts earn where live and story surfaces keep them in flow | |
| Verified profiles and plans | Paid verification plan catalogue plus free application route | Verification commonly $8 to $15+ per month per plan | Trust value. The badge earns while review integrity holds | |
| Promoted placements | Featured slots on explore and profile surfaces | Sold per day or per campaign | Search integrity. Placement earns while organic results stay honest |
Standard inclusions on every engagement, almost-ready or custom. Nine things you never have to ask for.
Apps, creator tools, and admin panel transfer to you on delivery, with documentation and deployment scripts.
Your name, logo, and palette across every surface, deployed on your hosting and store accounts.
Both apps prepared and submitted to Apple and Google under your developer accounts, with production monitoring on.
Stripe, PayPal, and regional gateways configured for subscriptions, tipping, and promoted content.
Feed ranking, explore recommendations, and moderation arrive configured for photo and video social, not as raw APIs.
Languages, currencies, and regional content policies configured during the launch window.
Transcoding workers, adaptive bitrate delivery, and CDN edge caching sized for stories and reels.
Retention, engagement, and moderation dashboards plus CSV exports so your team starts informed on day one.
Included support window plus product updates covering bug fixes, OS compatibility, and version upgrades.
Choices made for media-heavy, high-concurrency products.
Flutter or React Native for both stores from one codebase, with native modules for camera performance.
Transcoding workers, adaptive bitrate delivery, and CDN edge caching for stories and reels.
Node.js or Go services with fan-out feed architecture, Redis caching, and Postgres or Cassandra stores.
Computer-vision screening for policy violations and a ranking service that balances recency against engagement.
Payment gateways, SMS and email providers, analytics, cloud storage, and push services ship as configured integrations.
Role-based access, append-only audit logs on moderation, encrypted traffic and secrets, and data-residency options come standard.
The almost-ready AI build, day by day. Store review can add a short buffer outside our control.
Community focus, content policies, and monetization plans locked with a written scope, and your identity applied across all panels.
Ranking weights, moderation thresholds, payment gateways, and push services configured and tested against your live accounts.
Topic channels, starter accounts, and hashtag taxonomies created, then upload, feed, story, and messaging flows tested end to end.
App store submissions with review buffers accounted for, production monitoring on, and full launch with post-launch support and product updates included.
Both tracks ship the same ranking core. The difference is time, price structure, and how much you want to change.
| Criteria | Almost-Ready AI Launch | Custom Build |
|---|---|---|
| Time to live | 6 working days from branding handoff | 3 to 4 weeks, scoped before work starts |
| Pricing | Fixed written quote after a short scoping call, no hourly meter | Estimated per module after the discovery call |
| Source code and IP | 100% ownership on delivery | 100% ownership on delivery |
| AI layer | Feed ranking, recommendations, and moderation pre-tuned for photo and video social | AI services designed around your workflows and data |
| Media pipeline | Stories and reels transcoding configured out of the box | Custom formats, durations, and delivery tiers to your spec |
| Best for | Operators who want to launch this quarter | Teams with bespoke workflows or a unique model |
| After launch | Post-launch support and product updates included | Post-launch support and product updates included |
$ moxace launch --nowBook a demo and we will show feed ranking, the creator toolkit, and the moderation console on a live build, then send the written scope.
Share your idea
a quick call, no deck required
See the live demo
every screen, admin to user
Launch with source
full code, your brand, your servers
No two creator networks price the same. These are the factors that shape the written quote you receive after scoping.
The standard build covers the proven social feature set. Custom creator monetization, ephemeral formats beyond the core, or unique ranking rules add scoped estimate work.
Multi-language interfaces, regional content rules, and data-residency settings are configured per market at launch.
Ad and analytics SDKs, payment providers for creator payouts, and cloud media pipelines are wired during the build.
Feed ranking and content moderation models arrive pre-tuned for image-and-video social. Tuning them on your network's data is a separately scoped workstream.
Extend the Instagram-style build once the core publish-and-earn loop is running.
WebRTC live broadcasts with featured products surfaced mid-stream and gift reactions routed to creator wallets, turning live sessions into a direct revenue surface.
Caption suggestions, hashtag sets, and format recommendations drawn from the creator's own performance data, so publishing guidance comes from evidence rather than guesswork.
Multi-tier memberships with subscriber-only reels, close-friends-style gating, and monthly renewal handling, extending the subscription line beyond single tiers.
A directory where brands discover creators by audience data and negotiate sponsored campaigns in-app, with deliverables tracked and payment escrowed by the platform.
Account import and content migration tooling that lowers switching costs for creators leaving incumbent platforms, the single biggest growth lever at launch.
Deploy the platform for niche communities, agencies, or franchise brands under their own identity, with per-tenant moderation policy and revenue configuration.
Ready-made speed with custom-build engineering discipline.
The upload-to-CDN pipeline, fan-out feeds, and stories lifecycle are core architecture, not plugins fighting each other.
A ready-made launch costs a fraction of a ground-up build, with a fixed written quote before work starts.
One hundred percent of the source code transfers to you. No per-user royalties, no black-box dependencies.
120+ AI products in production with 98% model accuracy across deployments, including social media app development engagements.
Canonical deployments from our own portfolio. Metrics are reported from live platforms, not projections.
A high-traffic consumer platform our team ships and operates at national-carrier scale, the same bar every build is held to.
A high-traffic media platform our team ships and operates at franchise scale, proving media delivery holds at consumer volume.
A brand-engagement platform from the same engineering system, proving consumer experiences hold attention at global-brand scale.
Tap a card to see how the platform defends its members and its money.
Row-level security policies on every table decide who sees what, with block lists encoded into the visibility rule itself, so no client bug can leak one member's private content to another.
The wallet is an append-only ledger with row-locked writes and bounded top-ups, so a user's balance always equals the sum of its entries and money cannot be conjured by any code path.
Reports enter a five-state queue with priority, named assignment, and internal notes. Hiding and deleting are reversible, and every action is attributed in an append-only audit log.
Each ad event is recorded against an append-only ledger with daily budget caps enforced server-side, so campaigns auto-pause at budget and operators can audit every dollar of spend.
Per-stream chat bans execute as database triggers rather than interface rules, and replays live in private signed-URL buckets, so a banned participant stays out of the stream.
Operator-driven refunds credit the buyer wallet directly as ledger entries, so order disputes settle without manual reconciliation and the money trail stays continuous.
the process
The engagement starts with a discovery call and a live demo of the platform, and you leave that call with a written fixed quote. Hand over your branding assets and store accounts, and the almost-ready AI build configures your identity, ranking defaults, and moderation policy for a launch in 6 working days. Custom engineering, such as a bespoke ranking model, runs as a scoped sprint with milestones you review.
After launch you have 60 days of direct engineer support plus 12 months of product updates. The first 90 days of operating a social platform are about seeding, not software: recruiting founding members, moderating actively while norms form, and iterating on the topics and formats your analytics say are working. Plan operator time accordingly, and treat the support window as your training period for the console.
$ moxace launch --nowTalk to the engineers who build it: scope, fixed quote, and demo in one session.
Share your idea
a quick call, no deck required
See the live demo
every screen, admin to user
Launch with source
full code, your brand, your servers
Moxace is an independent software development company. We are not affiliated with, sponsored by, or endorsed by Instagram.
The phrase “Instagram clone” is used descriptively. It is how the software industry refers to building a platform with similar functionality, and how buyers search for one.
The design and codebase are built entirely by our in-house team. Nothing is taken from the Instagram website, applications, or brand assets.
Instagram and all third-party names and marks remain the property of their respective owners, referenced here only to describe the category of software we build.
Read the full legal notice on our disclaimer page.