This documentary production template presents a comprehensive set of AI opportunities across its eight-phase lifecycle. All previously accepted use cases from the prior proposal have been carried forward, as they remain highly relevant to this production type. Several new opportunities have been identified in this pass. The most impactful cluster remains in post-production — particularly around the transcription, logging, and editorial assembly workflow that is uniquely labour-intensive in documentary, where narrative is discovered rather than executed from a script. AI-assisted transcription, smart assembly, and scene re-ranking can collectively compress the editorial phase significantly. Archive research and rights management represent a second high-value cluster: documentary productions routinely spend months in archive clearance, and AI discovery tools that search by face, object, and transcript can dramatically accelerate this. New additions in this pass include Dossier Generation and Chronology Generation for the research phase — particularly valuable for investigative and archive-driven documentaries where background research is extensive. Mis/Disinformation Detection is newly proposed for the paper edit and story structure phase, reflecting the documentary's factual obligations. Archive Shot Recommendation is proposed for the assembly cut phase to accelerate B-roll selection. Restoration: Upscale, De-noise is proposed for VFX review cycles where archive footage must meet modern delivery standards. Location Feasibility Assessment supplements the existing Virtual Location Scouts use case. Automated Call Sheet Generation addresses the AD's daily administrative burden during the shooting schedule. Rights & Embargo Detection is proposed as a complement to the existing Duplicate Detection use case, specifically targeting the QC and compliance testing step. The audio post pipeline, localisation, delivery automation, and marketing automation opportunities from the previous proposal are all carried forward with strong ROI assessments.

The existing workflow is now extremely comprehensive, covering all eight phases of the documentary production lifecycle with well-structured steps across every stage. Both previous proposals have been fully accepted, resulting in a mature, detailed plan. After a thorough review of the existing workflow against the documentary scenario document, the scenario's risk register, and the production process descriptions, only a small number of genuinely distinct, necessary activities remain unrepresented. These are: (1) a Legal & Compliance Review step in Post-Production Picture Editorial — the scenario document explicitly flags defamation risk, Ofcom/FCC regulatory compliance, and the need for a production lawyer to review factual claims before picture lock; this is a distinct editorial gate unique to documentary that is not covered by any existing step; (2) a Talent Availability & Press Scheduling step in Distribution & Marketing — the scenario document explicitly describes securing director and key contributor availability for press, premieres, festival appearances, and Q&A events as a distinct marketing coordination activity separate from press screening organisation and festival submission strategy; and (3) a Signing / BSL Version Production step in Delivery & Localisation — the scenario document explicitly describes BSL/signing as a distinct accessibility deliverable required by certain commissioners and accessibility regulations, separate from audio description and subtitling. Beyond these three additions, the workflow is comprehensive and well-calibrated. The principle of restraint is strictly applied: no step is proposed unless it represents a genuinely distinct, necessary activity with clear documentary-specific rationale that is not already covered by an existing step.

This is a documentary production template covering the full lifecycle from development through archive management. The production is genre: Factual/Documentary with no specific budget tier indicated, so I'm selecting roles appropriate for a mid-to-high range documentary production that covers all phases shown in the workflow. The production encompasses observational cinema, archive-driven narratives, reconstruction sequences, and multi-location shooting. Key role considerations: (1) Documentary-specific roles like researcher and archive researcher are critical but map to existing catalog roles; (2) The workflow includes reconstruction shoots requiring art department, costume, and casting; (3) Full post-production pipeline including VFX/motion graphics, sound post, colour grading; (4) Delivery and localisation pipeline; (5) Marketing and distribution. I've selected a comprehensive but focused set of roles that covers all workflow phases without over-staffing. No specific people are identified in the source documents beyond the system owner, so most assigned arrays are empty. The single known internal user (Tilman Admin) is the project owner but no specific production role is indicated for them.

This documentary production template presents a rich set of AI opportunities across its eight-phase lifecycle. The most impactful opportunities cluster in post-production — particularly around the transcription, logging, and editorial assembly workflow that is uniquely labour-intensive in documentary, where narrative is discovered rather than executed from a script. AI-assisted transcription, smart assembly, and scene re-ranking can collectively compress the editorial phase significantly. Archive research and rights management represent a second high-value cluster: documentary productions routinely spend months in archive clearance, and AI discovery tools that search by face, object, and transcript can dramatically accelerate this. The audio post pipeline — dialogue editing, foley, ADR, and sound classification — offers strong ROI given the volume of field-recorded material typical of documentary shoots. Localisation and delivery automation (subtitles, translation, QC) are well-suited to AI given their repetitive, specification-driven nature. Development and pre-production opportunities are more modest in scope but meaningful: rights conflict detection, visual reference generation, and safety assessment can all reduce risk and accelerate decision-making at the earliest stages. The non-linear, access-dependent nature of documentary production means scheduling and logistics tools must accommodate uncertainty — weather forecasting and virtual location scouting are particularly relevant here. Overall, AI tools that help documentary teams work faster are effectively increasing production value at every budget tier, which aligns directly with the production's stated challenge that budget primarily buys time.

The previous proposal was accepted in full — all steps across all seven phases were accepted with no rejections or modifications. The existing workflow now reflects a comprehensive documentary production plan. Since every step from the previous proposal has been accepted and is now present in the existing workflow, there are no new gaps to fill from that proposal. However, a careful review of the existing workflow against the documentary scenario document and ontology best practices reveals a small number of genuinely missing steps that represent distinct, necessary activities not yet captured. These are: (1) a Contributor Duty of Care & Welfare Protocol step in Production, which the scenario document explicitly flags as a high-priority risk mitigation and ethical obligation unique to documentary; (2) a Foley Recording step in Post-Production Audio, which is referenced in the scenario as applicable to reconstruction sequences and premium natural history; (3) a Clip Selection & Approval step in Distribution & Marketing, which is a distinct editorial and legal sign-off activity separate from trailer editorial; and (4) a Broadcast Playout Masters step in Delivery, which is distinct from platform ingest and covers broadcast-specific technical preparation. Beyond these additions, the existing workflow is comprehensive and well-structured. No removals or modifications are proposed — the plan is already well-calibrated to the documentary production lifecycle. The principle of restraint is applied: only steps representing genuinely distinct, necessary activities with clear documentary-specific rationale are added.

This is a comprehensive documentary production plan built from scratch for a template documentary project covering the full spectrum of factual filmmaking — from observational cinema to archive-driven narratives. Since there are no existing workflow steps, every step is an 'add' action. The plan follows the eight-phase documentary lifecycle described in the scenario document, mapped to the seven standard production phases. Key documentary-specific considerations are embedded throughout: the non-linear, emergent nature of documentary storytelling; archive as a primary editorial strand with its own research, clearance, and integration pipeline; contributor relationships and ongoing consent as an ethical obligation; and the disproportionately long post-production timeline relative to shoot duration. The plan is deliberately comprehensive but avoids redundancy — steps are included only where they represent a distinct, necessary activity in the documentary workflow. Budget-tier flexibility is acknowledged in the rationale where steps may be scaled up or down depending on production scale.