Premiere Pro and DaVinci Resolve are exceptional tools. Between them, they cover most of what professional post-production requires. Color grading, audio mixing, motion graphics, multi-camera editing — the list is long.
But there are specific quality problems neither handles well. Not because the software is poorly designed. Because editing software is built to arrange and refine footage, not to reconstruct it. That’s a different task. And it requires a different approach.
Here are five things dedicated AI enhancement tools do that Premiere Pro and DaVinci Resolve can’t.
1. Reconstruct Lost Detail Instead of Stretching Pixels
What editing software does: Both Premiere Pro and DaVinci Resolve offer upscaling options. Premiere Pro uses supersampling and Optical Flow for resolution increases. DaVinci Resolve’s Super Scale feature applies AI-like enhancement for cleaner results than basic stretching. These are genuine improvements over simple pixel stretching.
Where they fall short: AI video upscaling tools focus on three things that Premiere does not handle well: reconstructing lost texture instead of stretching pixels, recovering detail from degraded or compressed footage, and producing results without the slowdowns that come from pushing Premiere beyond basic upscaling.
The distinction matters on real-world footage. Stretching a 480p frame to 1080p in an editing timeline produces a bigger image. It doesn’t produce a sharper one. The pixels are larger. The detail is still absent.
Dedicated AI upscaling analyzes structures across each frame and synthesizes new pixels based on that understanding. The result on SD footage, old camcorder video, or compressed source material is fundamentally different from what an NLE‘s built-in scaling produces.
The practical gap: For footage that originated at low resolution or has been heavily compressed, editing software upscaling is a workaround. Dedicated AI upscaling is a restoration tool. The output on the same source footage is visibly different.
2. Remove Compression Artifacts Without Blurring the Frame
What editing software does: Both Premiere Pro and DaVinci Resolve include noise reduction. DaVinci Resolve Studio’s noise reduction tools are available in the paid version and handle temporal and spatial noise across frames. Premiere Pro’s built-in noise tools are more limited — most serious noise reduction work in Premiere requires third-party plugins like Neat Video, which has had compatibility issues with recent Premiere versions.
Where they fall short: Compression artifacts are a different problem from sensor noise. They respond differently to treatment. Editing software noise reduction is designed for sensor grain. Applied to compression artifacts, it tends to blur the frame to hide the blocking rather than reconstruct the detail underneath.
DaVinci Resolve focuses on enhancement AI, but its noise reduction is oriented toward production footage rather than heavily compressed or archived source material.
Dedicated AI enhancement tools analyze the artifact pattern specifically and predict what the underlying detail should look like based on surrounding pixels and frame context. The blocking gets removed. The detail gets reconstructed. The frame doesn’t go soft in the process.
The practical gap: For MTS files from old camcorders, downloaded footage, or video that has been encoded multiple times, dedicated AI artifact reduction produces cleaner results than editing software noise tools.
3. Process Degraded Archival Footage Intelligently
What editing software does: Editing software treats all footage as production-ready material that needs arrangement and color adjustment. Neither Premiere Pro nor DaVinci Resolve has tools specifically designed for the problems of aged analog footage such as tape dropout, chroma noise, VHS-specific color bleeding, or the compound noise profile of Hi8 and Digital8 material.
Where they fall short: DaVinci Resolve does enhancement, not generation. It works on existing footage but isn’t trained specifically on analog degradation patterns. Applying a standard noise reduction pass to VHS footage reduces grain but doesn’t address the specific character of tape-induced chroma noise and color instability.
AI enhancement tools trained on video degradation data understand the difference between a chroma noise speckle and actual image detail. They handle the compound noise profile of analog tape in a way that a general-purpose editing tool doesn’t.
The practical gap: A colorist can manually work through archival footage in DaVinci Resolve, applying corrections frame by frame. AI enhancement processes the same footage automatically with results that are consistent across the clip rather than dependent on manual judgment at each problem frame. For large archives, the difference in workflow time is significant.
4. Generate New Frames for Smooth Motion Accurately
What editing software does: Both Premiere Pro and DaVinci Resolve include optical flow frame interpolation. It’s useful for slow motion and frame rate conversion on footage with simple, predictable motion.
Where it falls short: Resolve’s optical flow and Premiere’s time remapping tools produce acceptable results for simple scenes but struggle with complex motion. The result on difficult footage is warping, ghosting, and the characteristic “jelly” motion artifact that signals optical flow at its limits.
AI frame interpolation is trained on motion data across millions of video sequences. It doesn’t follow a motion vector algorithm. It understands objects, edges, and motion trajectories and synthesizes frames based on that understanding. On complex motion, the difference between editing software optical flow and dedicated AI interpolation is visible.
The practical gap: For converting 24fps archival footage to 60fps, smoothing choppy camcorder video, or creating slow motion from standard frame rate footage, dedicated AI interpolation handles the cases that editing software optical flow fails on, and footage with significant motion in detailed backgrounds.
5. Improve Quality Without Touching the Edit
What editing software does: Quality improvement in an NLE happens inside the timeline. It requires applying effects to clips, managing render previews, and exporting through the editing pipeline. Every quality adjustment is tied to the editing workflow.
Where this creates friction: For footage that needs significant quality improvement, especially archival ones like old home video, compressed archival material, footage from limited camera hardware, the editing pipeline is not the right place to handle it. Quality restoration should happen before the edit, not inside it. Running AI noise reduction, upscaling, and artifact removal as timeline effects compounds render times, slows playback, and requires the editor to manage quality processing alongside creative decisions.
DaVinci Resolve’s AI features need serious GPU horsepower, RTX 4060 minimum for smooth performance. Users on laptops without dedicated GPUs hit significant slowdowns. Premiere Pro can be slow and laggy on complex projects, needs a powerful computer, and often requires other apps for best results. Adding intensive AI processing on top of an already demanding timeline compounds the performance problem.
Dedicated AI enhancement tools sit outside the editing pipeline. Process the footage first, produce a clean output file, then bring that file into Premiere or Resolve for editing. The editor works with clean, enhanced material. The quality restoration happens separately, at full processing capacity, without competing with timeline playback demands.
The practical gap: For video editors working with archival or degraded footage, separating the quality restoration step from the editing step produces better results with less friction. The NLE gets clean material. The enhancement tool gets dedicated processing resources. Both do what they’re designed to do.
When to Use Each Tool
Premiere Pro and DaVinci Resolve are the right tools for editing. Neither is designed to replace dedicated quality restoration.
TotalMedia VideoEnhance fits before the edit — process degraded, compressed, or low-resolution footage first, export a clean master, then import into your editing software. AI Smart Enhance handles noise, compression artifacts, color fade, low contrast, and detail loss in a single pass. Upscaling to 1080p, 4K, or 8K runs alongside enhancement rather than as a separate step. Frame Interpolation addresses motion cadence before footage enters the timeline.
The split-screen preview shows the result on your actual footage at full output resolution before committing. Available as a web app, no installation required.
Frequently Asked Questions
DaVinci Resolve focuses on enhancement AI — making existing footage better — with tools for noise reduction, upscaling via Super Scale, object tracking, and audio enhancement. Many of these features require DaVinci Resolve Studio at $295 one-time, and AI features need serious GPU horsepower — RTX 4060 minimum for smooth performance. For production footage and color work, Resolve’s AI tools are strong. For heavily degraded archival material, compression artifacts, or large-volume restoration work, dedicated AI enhancement tools produce better results more efficiently.
Premiere Pro offers upscaling through supersampling and Optical Flow, but because it focuses on editing rather than reconstruction, pushing it beyond basic upscaling comes with trade-offs: slower workflows, more manual adjustments, and results that still struggle with fine detail. For serious upscaling work — SD to 4K, heavily compressed footage, archival material — dedicated AI upscaling tools outperform Premiere’s built-in options.
Before. Process degraded or compressed footage through an AI enhancement tool first, export a clean master file, then import that file into your editing software. Running AI enhancement inside the timeline as an effect competes with playback resources and slows the editing workflow. Separating the two steps produces better results with less friction in both tools.
For production footage shot in good conditions, probably not — the quality is already there and editing software handles the rest. For footage with real quality problems — archival material, client-supplied compressed files, footage from limited camera hardware — AI enhancement addresses problems that editing software wasn’t designed to solve. It’s a specific tool for a specific category of problem.
Yes. The output from any AI enhancement tool is a standard video file — MP4, MOV, or other formats — that imports into both Premiere Pro and DaVinci Resolve without any compatibility issues. The workflow is: enhance first, edit second. The two tools don’t compete. They handle different stages of the post-production process.
Disclaimer: Software features and pricing are accurate at time of writing and subject to change. DaVinci Resolve and Adobe Premiere Pro update frequently — always verify current feature availability in each application’s documentation.