# Research | AIM Previz https://aimpreviz.com/research [Previz](https://aimpreviz.com/) / Research # Building intelligent visual systems We believe the future of creative AI lies in spatial, visual interfaces — not text prompts. Our research focuses on understanding how professionals actually work, and building tools that respect the creative process rather than disrupting it. ![Research visual — spatial systems study](https://aimpreviz.com/assets/hero-visual-apNZyWki.jpg) Research lab AIM Previz is in continuous development. We are building for professionals who need precision tools — not one-click magic. The roadmap is shaped by direct feedback from cinematographers, photographers and creative directors who use the platform daily. ~73%* Reduction in cognitive load Preliminary pilot finding Recipe Request recorded at render Re-runs send it, not a guess 3D Spatial camera control Professional cinematography 300+ Target participants 2026 expanded study * Initial findings from a pilot study (n=20). Expanded validation in progress. [Start making](https://aimpreviz.com/signup) Read the papers Publications ## Our methodology, documented Technical papers explaining the research and the reasoning behind our approach to visual creation. 19 papers, all readable in full. ![A clip is not a film](https://aimpreviz.com/assets/hero-visual-apNZyWki.jpg) Manifesto 2026 9 min read ### A clip is not a film Why a moment that impresses once is not a production that survives the cut A clip is a moment. A film is a system of moments that hold together under continuity. Our manifesto for script-to-shootable production: six rooms, Continuity Lock, orchestration on top of 1,400+ generative engines, Provenance Packs, and a jurisdiction policy per production. Rooms, not prompts. Read paper→ ![The Conversational On-Ramp](https://aimpreviz.com/assets/hero-visual-apNZyWki.jpg) Interface Paradigm 2026 12 min read ### The Conversational On-Ramp Why Agentic Surfaces Belong Beside, Not Above, Professional Tools The conversational, agentic interface is a superb on-ramp — and a poor finishing tool. We argue for a mixed-initiative architecture: a fast conversational canvas sitting beside precise craft studios, not above them. The agent sparks; the craft surfaces finish. We describe how this is implemented in AIM Previz as the relationship between Infinitum and the five craft studios. Read paper→ ![Scene-First Composition](https://aimpreviz.com/assets/spatial-camera-exX03rP0.jpg) 3D Composition 2026 13 min read ### Scene-First Composition Eliminating Camera Randomness Through 3D Spatial Staging Traditional AI generation suffers from 'The Angle Lottery' — creators describe spatial intent in text and repeatedly generate hoping to hit their composition by chance. We introduce CineForge, a 3D scene composition system that inverts this paradigm: stage objects, position the camera, then render exactly what you've composed. Read paper→ ![Regional Editing and Selective Refinement](https://aimpreviz.com/assets/creative-flow-C3pCHZkF.jpg) Editing Pipeline 2026 10 min read ### Regional Editing and Selective Refinement Spatial Inpainting for Precision Frame Control Full-frame regeneration is a blunt instrument — changing one element risks destabilizing everything else. We present a regional editing paradigm where creators paint a spatial mask, describe a targeted change, and the system regenerates only the selected region while preserving surrounding context. This brush-select-then-prompt workflow reduces wasted generations by enabling surgical edits. Read paper→ ![The Creative Flow Imperative](https://aimpreviz.com/assets/creative-flow-C3pCHZkF.jpg) Interface Design 2025 12 min read ### The Creative Flow Imperative Why Visual Interfaces Outperform Prompts for Professional Creators Professional creators experience optimal productivity in 'flow states' — uninterrupted periods of focused creativity. Traditional prompt-based AI interfaces disrupt this flow by requiring translation of visual ideas into language. We present research on cognitive load reduction through visual-first interfaces. Read paper→ ![Repeatable Direction](https://aimpreviz.com/assets/deterministic-BVGy6jXX.jpg) Generation Architecture 2025–2026 10 min read ### Repeatable Direction Reproducibility in Professional AI Workflows Professional workflows demand predictable, repeatable outputs, and generative engines do not guarantee them. We examine what a pipeline can hold steady anyway — recorded requests, seeds where an engine honours them, declared engines, versioned decisions — and why reproducibility matters for production pipelines in film, fashion, and commercial photography. Read paper→ ![Spatial Camera Control](https://aimpreviz.com/assets/spatial-camera-exX03rP0.jpg) 3D Interface 2025–2026 15 min read ### Spatial Camera Control 3D Interfaces for Image Generation We introduce the concept of spatial camera blocking for AI image generation — allowing creators to position virtual cameras in 3D space rather than describing angles in text. This approach draws from decades of cinematography practice and applies it to generative systems. Read paper→ ![Continuity Lock](https://aimpreviz.com/assets/continuity-lock-shMKhjEN.jpg) Identity Preservation 2026 14 min read ### Continuity Lock Maintaining Subject Identity Across Generations Identity drift in multi-angle generation is a fundamental challenge. We present Continuity Lock — our approach to anchoring biometric features, material properties, and environmental lighting state to achieve consistent subject representation across camera positions. Read paper→ ![Intelligent Orchestration Layer](https://aimpreviz.com/assets/hero-visual-apNZyWki.jpg) Platform Architecture 2025–2026 11 min read ### Intelligent Orchestration Layer Abstracting Model Complexity for Professional Creative Workflows Professional creators face an overwhelming AI model landscape. We abstract model selection behind an intelligent orchestration layer that routes requests to optimal engines based on technical requirements and client compliance needs — never tied to a single provider. Read paper→ ![The Conversational Director](https://aimpreviz.com/assets/hero-visual-apNZyWki.jpg) Interface Paradigm 2026 14 min read ### The Conversational Director Real-Time Streaming and Voice Control as Unified Creative Flow Traditional AI workflows create two friction points: submit-and-wait latency and text-based input that fragments visual attention. We present conversational directing — combining real-time streaming with voice commands to create a unified creative dialogue where directors see results as they speak. Read paper→ ![Art Style Coherence Across Frames](https://aimpreviz.com/assets/continuity-lock-shMKhjEN.jpg) Temporal Consistency 2025–2026 14 min read ### Art Style Coherence Across Frames Maintaining Visual Identity in AI-Generated Sequences Frame-by-frame style drift is a fundamental challenge in AI generation. We present art style locking — ensuring consistent visual treatment across temporal sequences. Our 200+ look library is engineered for frame coherence, not single-image aesthetics. Read paper→ ![Encoding Cinematic Language](https://aimpreviz.com/assets/deterministic-BVGy6jXX.jpg) Style Transfer 2026 13 min read ### Encoding Cinematic Language One-Click Presets from Classic to Contemporary Masters Signature directorial styles involve complex combinations of camera, lens, lighting, and color grade. We present Director Styles — encoded presets that configure multiple AI parameters to match visual signatures of notable cinematographic approaches, reducing the expertise barrier. Read paper→ ![Temporal Coherence in Multi-Shot Sequences](https://aimpreviz.com/assets/spatial-camera-exX03rP0.jpg) Perceptual Consistency 2026 18 min read ### Temporal Coherence in Multi-Shot Sequences Preserving Visual Identity Across Generative Boundaries Multi-shot sequences exhibit systematic visual discontinuities — lighting drift, chromatic inconsistency, character feature migration. We formalize a constraint-propagation framework that anchors visual identity parameters across independently generated clips. Read paper→ ![Cognitive Load Topology in Generative Interfaces](https://aimpreviz.com/assets/creative-flow-C3pCHZkF.jpg) Human-AI Interaction 2026 20 min read ### Cognitive Load Topology in Generative Interfaces Mapping Decision Architecture to Creative Throughput We introduce cognitive load topology — a framework analyzing how decision point arrangement affects creative throughput. We identify decision cascades, plateaus, and wells that predict cognitive overload or productive flow in AI tools. Read paper→ ![The Script-to-Sequence Pipeline](https://aimpreviz.com/assets/hero-visual-apNZyWki.jpg) Document Processing 2025 12 min read ### The Script-to-Sequence Pipeline Document-Level Intelligence for Visual Pre-Production Traditional storyboarding AI operates frame-by-frame. We present a document-level approach that ingests complete scripts, maintains narrative context, and generates coherent visual sequences that respect story structure. Read paper→ ![Shot Coverage Intelligence](https://aimpreviz.com/assets/spatial-camera-exX03rP0.jpg) Cinematography Automation 2025–2026 10 min read ### Shot Coverage Intelligence Automated Coverage Patterns for Scene Types Professional cinematographers apply coverage patterns based on scene type — dialogue requires different shot selection than action. We present a system that suggests coverage patterns drawn from established cinematography practice. Read paper→ ![Style Transfer at Scale](https://aimpreviz.com/assets/continuity-lock-shMKhjEN.jpg) Style Consistency 2026 15 min read ### Style Transfer at Scale Maintaining Art Direction Across Complete Sequences Art direction requires consistent visual language across entire productions. We examine techniques for establishing and maintaining style parameters across hundreds of generated frames — from rough sketches to final renders. Read paper→ ![Character Persistence and Motion Transfer](https://aimpreviz.com/assets/deterministic-BVGy6jXX.jpg) Generation Architecture 2026 13 min read ### Character Persistence and Motion Transfer Identity Locking and Choreography Transfer Across Multi-Shot Sequences Multi-shot AI generation faces a fundamental consistency problem: characters change between shots and motion transfer remains imprecise. We present Cast for identity persistence and Motion for choreography transfer. Read paper→ ![Studio-Friendly Integration](https://aimpreviz.com/assets/hero-visual-apNZyWki.jpg) Pipeline Architecture 2026 18 min read ### Studio-Friendly Integration Embedding AI Generation into Professional Post-Production Ecosystems AI tools operating in isolation create adoption barriers. We examine integration requirements for embedding generative AI into existing pipelines — from NLE interoperability and asset management to render farm orchestration and collaborative review workflows. Read paper→ External research ## Research that informs our work Academic studies and industry research that inform the visual-first approach and our design decisions. Every entry links to the source. 2013 ### Minimize Cognitive Load to Maximize Usability Nielsen Norman Group Foundation for visual-first interface design 1992 ### The Split-Attention Effect as a Factor in the Design of Instruction British Journal of Educational Psychology Chandler & Sweller research on spatially separated information 2017 ### Creative Flow as a Unique Cognitive Process Frontiers in Psychology Research on flow state as distinct cognitive process 1990 ### Flow: The Psychology of Optimal Experience Harper & Row Csikszentmihalyi's foundational flow state research 2023 ### Spellburst: A Node-based Interface for Exploratory Creative Coding ACM UIST Conference Stanford HCI research on node-based creative interface complexity 2024 ### Optimising Visual User Interfaces to Reduce Cognitive Fatigue IIMA Conference Visual controls reduce mental translation burden 2024 ### A Study on Cognitive Effects of Canvas Size for Augmenting Drawing Skill arXiv Canvas size and spatial navigation cognitive overhead 1983 ### Direct Manipulation: A Step Beyond Programming Languages IEEE Computer Shneiderman's foundational work on visual control paradigms 2004 ### Neurocognitive Mechanisms Underlying the Experience of Flow Consciousness and Cognition Dietrich's transient hypofrontality theory of creative flow 1979 ### Screenplay: The Foundations of Screenwriting Dell Publishing (Field) Foundational screenplay structure theory for scene analysis 1991 ### Shot by Shot: A Practical Guide to Filmmaking Michael Wiese Productions (Katz) Standard coverage patterns and storyboard methodology 2007 ### The Visual Story: Creating the Visual Structure of Film Focal Press (Block) Visual storytelling principles for sequence design Frames made in Previz. The interfaces the research is about, drawn by the platform it describes. Beta programme ## We're building for professionals, with professionals If you are looking for fast and easy, there are simpler tools. If you need professional control with a learning curve worth investing in — welcome. Our commitment is to pro-level workflows, not consumer mass-market simplification. [Start making](https://aimpreviz.com/signup) [View examples](https://aimpreviz.com/usecases)